{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 描述性统计分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "import os\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import math\n",
    "from statsmodels.graphics.tsaplots import plot_acf\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  \n",
    "plt.rcParams['axes.unicode_minus'] = False \n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "join = os.path.join\n",
    "abspath = os.path.abspath\n",
    "dirname = os.path.dirname\n",
    "\n",
    "CURRENT_PATH = os.getcwd()\n",
    "DATA_PATH = join(dirname(CURRENT_PATH) ,'DataAssets')\n",
    "\n",
    "SAVE_PATH = ''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_avg_month_groupby(data , year = None):\n",
    "    if year:\n",
    "        data = data.loc[data['year'] == str(year)]\n",
    "    data_grouped = data.groupby(['month'])['val'].mean().reset_index()\n",
    "    data_grouped['month_int'] = data_grouped['month'].astype(int)\n",
    "    return data_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "enog_data = pd.read_excel('')\n",
    "enog_data.columns = ['asc_code' , 'date' , 'val']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "enog_data['year'] = enog_data['date'].apply(lambda x : dt.datetime.strftime(x, '%Y-%m-%d').split('-')[0])\n",
    "enog_data['month'] = enog_data['date'].apply(lambda x : dt.datetime.strftime(x, '%Y-%m-%d').split('-')[1])\n",
    "enog_data['year_month'] = enog_data[['year','month']].apply(lambda x : '-'.join([str(x[0]) , str(x[-1])]) , axis = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据自相关性查看"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_acf_auto(data, diff_ = False):\n",
    "    \n",
    "    for oneasc in asc_all:\n",
    "        data_one = data.loc[data['asc_code'] == oneasc]\n",
    "        if diff_\n",
    "            data_one['val_diff'] = data_one['val'].diff(-1)\n",
    "            len_one = len(data_one['val_diff'].dropna())-1\n",
    "            plot_acf(data_one['val_diff'].dropna(),lags = len_one , alpha = 0.01)\n",
    "        else:\n",
    "            len_one = len(data_one['val'].dropna())-1\n",
    "            plot_acf(data_one['val'].dropna(),lags = len_one , alpha = 0.01)\n",
    "        plt.title(str(oneasc))\n",
    "        name_keep = str(oneasc) + 'acf_diff.jpg' if diff_ else str(oneasc) + 'acf.jpg'\n",
    "        plt.savefig(join(SAVE_PATH,'acf_plot' ,name_keep))\n",
    "        plt.show()\n",
    "\n",
    "plot_acf_auto(enog_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 周期性查看"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_month = gen_avg_month_groupby(enog_data)\n",
    "avg_month_2021 = gen_avg_month_groupby(enog_data , '2021')\n",
    "avg_month_2020 = gen_avg_month_groupby(enog_data , '2020')\n",
    "avg_month_2019 = gen_avg_month_groupby(enog_data , '2019')\n",
    "avg_month_2018 = gen_avg_month_groupby(enog_data , '2018')\n",
    "avg_month_2017 = gen_avg_month_groupby(enog_data , '2017')\n",
    "avg_month_2016 = gen_avg_month_groupby(enog_data , '2016')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 全年的周期性查看"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YczdOl5ip7m6dwFJjzOPW2p4hTgV9QacDY6wxz112uTVNHXrX4Rlj5h3DYX7gtDHsfyyvlwVwglmbh9rBWhs1xizCGYt37zFcY6jz/ssYc9ownbEiQANHj7Lzuevj+ww8b8AYc4m19qhxgdbaB4wxrwBWW2t/N9pajTFzB6y6B3ibtXakEXciIiIiIiIiMg4UGhIRERERERGRZIoHZt6NM1KsGac7DjijqwDKgR8Pcky/8VnHgzHmXJxwSxdOkGKwa8SDOjlumClRCs4YqEzgiLW2eohLpQ1x7rEa8bWdxNCHO1bqf3GCNBGgBafz0LeBW40xH7fW3jPEqeJBp8NjrHG6uwwOu9f4+bO19srEFcYYP07QZzDxrjszjTHlA7bNGOwAa+0ngE8YY4YdF+eGY75tjJltjDkLJ7AV4eguSvnu15bHrSfDPb5yiPN2GGPScT6vnTgBoai1Nmat/TwDxou5xxwc6vkk7HNUYChh2yM4o9FGxe1c9MuEVT+01n5gtMeLiIiIiIiIyPGn0JCIiIiIiIiITATvcJd3WWvjoaA/ALnAIvfxW4Hsca7jMUYe+RX3Yfc2lJ/hhKGOYq39Ks6osBPCOLOjrscJB+UDu4AbgG3Ae4HPAnOBu40xN+OMaBsoHhpqGGTbcOKhodaEet4P/GCUx3/HWvuRMV7zpYiP8fqgexs1a+3Abj5DeTfwmWG2/2WQdTuB04c55tXAfYkrjmFkWFwjUGatPXSsJ0iooRD4Hn3jyOKeeKnnFhEREREREZGXRqEhEREREREREUmmeEDoXGAFTojF2eCMCvt+/LEx5tWMf2goDITo6zQUSagxrhCn+8sRoC1hvcF5rSUFyOLo7jGj5nZlsdbah471HO55fMDVwKeAMnf1T4GPJnSRud0Y81vgu8CbcTrVNOE8n0Qz3WX9GMtY4C73J6yLd/mJMvS4sxk4Aa720V7IGJOL8zkbskPOILzGmOk4n3dL3+tlh4CBI79ygWljOPdQYjidl4I4X3Pxr5XihGv34HQaynBvI3Wmsu4xne4y3kWomaOfx2Di17bAjS81MGSMSQM+AHwOyHFX38PR4SERERERERERSRKFhkREREREREQkmeLBlKi19r5h9zwBrLUjhpKMMf8CXgZ811r7xbFewxgzY7hAhjHmIpxwRdgYc4G1dusQ+xXjdIMZrCtN3I+BdyY83ocTvPr5IF1oLHALcLe1NmqMGfi60Xx3OXBE1kivLy1xl4mhoZC7PGCtnTfYQcaY9cBKnBDQaP0WeNWAda8zxgwMfiW6y12+B3gqYf0brLWPDajpi8AXxlDPoIYaGZZQ51XW2o1jPOefgD8lnOte4FpgD7DKWtsz1LHGmP/DCfcAfNZa+6+xXHuQ8y0G/gMUuas6cIJqPzPGKDQkIiIiIiIiMkEoNCQiIiIiIiIiyRRPrnzfGDNSd5i8AcecdNzOP7uNMc8C77DWVhtj/g68ErjDWnszUAFsB8qBPxljzrbWtg84z2k4oYxZxphrh+lI9CHgApwOTstxRr3NG6bEjyZcy5dwvXzgDPfhcwOOSR/m+XrpG6lVk7BpuBDPS1GP81w7ccJG0WGu5cWpPY2+jkZnJmzfMU41nihvx/nYnw/81hjzZmvtUd2KjDHvpC8w9Ftr7Vde6oWttTuMMX/FGcP2b+Dd1tp9L/W8IiIiIiIiInJ8KTQkIiIiIiIiIhPBVWPY96QNDeGMYPMDl9A32izedacLwFrbYYy5BtiCM9rrZ8CbBpynHmeE2FzgHmPMa6y1/xl4MWttpzFmubU2ZIx5HCc0dEFiFxtjzGz6ugAldqPJSrj/OpyQzXZrbWLHINznM5RF9IWKtgyz33FhrX1X/L7bKek11toHB+5njFno7G73DFj/C/fuIWvt4XEtdpxZa4PGmFfidE96A4Ax5q2JHYeMMW8BfuI+fIj+XaleqluB/wz28RcRERERERGRicGT7AJEREREREREZFLzuss51loz3I2+TjWjfj3D7ZAzkbzSXT5prW1178dDHF3xnay1e4EPuw/faIz5n8STWGsDwMuBnUAq8KAx5sLBLmitDQ22fgiJoaH3ApcBfwc+6q67wzg+C+QAJcDSYc53mbsMAYlj1lLHUJN35F0G9V7gAWPMo8aYRfGVxpglwCPAWmPM3IT1acA17sO/HeM1JxRr7QHgCuAgTnBonTFmtjHGa4z5NvA7nDcV/hlnHFv4OF6756UEhowx3zDGFI28p4iIiIiIiIgcK4WGRERERERERCSZjuW1ibEc8x1jzL+MMW8/huuMh9e6y4cS1sVDPd2JO1prfwn8A7hhiC5CzTjBoYNAJvBXY8zpA/cbo97QkLV2k7V2PXAlzpirg8AvgLuALwEPAwXW2tphzhcPSVUOCC9luMtiY4wd7AasdPfJHOuTcMe3xcdsNdJ/NNpBIIjTpem/CcGyNwFT3ft/Gus1Jypr7YvApcAe4ELgeeAJnFCaBb4BvP54BoZeKmNMKk59tcaYe5Jdj4iIiIiIiMipSuPJRERERERERCSZ4qPGnjLGREfYd7a7HEvnmSnAy3C64vxqmOuPO7fDzVnuwwcSNvUMsnvca6y1sQHnuRYnaPRXa+0+Y8yrgMeAXOBPxpglA48Z4G5jTGJAKfH1ITvgWquB292HH3FHp/0Tp2vNNOBhY8xV1tq1Ay9ijCnE+dgD/HPA5jD9gzzD6Rp5l37XzQbuwxmv9jTw5sTAkrW22RjzOuA5nPFpfzfGvBr4f+4utcBRz2eM4l+jE+INe9baPcaYG3Ge1xTgPHfT74DPWGtH+t4bDTNgOZIpw2w7l76vy7ZjLUhEREREREREhqfQkIiIiIiIiIgkk89dzh52r/4Gvp4x3OsbC93lI0Nsj4c6xhJEGms4Iu5t7vJpa21iYCYe2DhqZNcQ4Z/rgdfhjCY73Vq7xRjzVuA3wAeHCQzFn2PxMDV6gQiAMeaNOJ2FfMBd1tq73ZruMsYEgPuBbOAfxpg3W2sHduf5KH2fm4cGPK9fMXiIayRpw210R4zdDywBWnBGbh01ns1au9MY80G3hi3Ap4H4KKz/G6brzmhfS0sbsIzXl+ve7QF6rLWRkU5kjDE4XxtpQDrQNpqRc+5xi4FXAK8Hznc3tQNHgDnAW4FXGmP+gfM98jSwezR1DWK030sBnK+bdxtjngaaB2yfSl+XKIC/HkMtIiIiIiIiIjIKCg2JiIiIiIiISDLFAwZzrLUHhtvRGLMPJ/ASfz2j011ebIyZYq09MmD/MpxOMnB0p5uB1x/LayTxoNOojzHGTAHe6T7844DN8a4/ZxljvMN1fTHGnAO8yn34dHy9tfYBY8xT1tqDw5QRr/cCa+3GhHPOBva7D33GmFnA/wE3uuvWA+9KPJG19s/GmPcCP8cJtPzKGLPWWtvmnnMh8D5392pr7ZZh6hqSMeYMIA8nkDIVJ+QS1zbIIT8E/geI4Yx1G3J0mrX2TmNMB24oyl29E/j1IHV8DCgFrnNXBUYoPXXAMu4B+sau4eR6BvXUMNsuw/mcJNaXixN6WgyUubcVOB+7uGbgZ8B3cL533gvcihPYeyt9H9uQMWY38CJQDxx2l78coYPVaL8vHscJMpXjBLaGsw/41wj7iIiIiIiIiMgxUmhIRERERERERJLpqO46oxAPJ+x0l/OBg8aYxgH7zcTpBnQAeHKIc8U7wYyljowBy9HoxAlofAj4/YBtre7y1UCLMaYBJ/QykAfnuXpwxnt9I3HjCIEhgMxR1HkNTneh+Mfln8C11tqjRoRZa39hjLkSeCXwjnhgyPVy+j4+3xnFdYdyBjCwgxE43ZqCg6x/P9AINFhr/zGK8/8TqHTv9+CMMhsstNUGvDvh8QOD7JNo0E5DOJ/XnoTbiB2DcL6G0+jrNNQ7Qs4Y4wU2AucMcWwA+DdwD/CXAR2KbjfGfBcnhHY9zucsB+d74Uz3FveuEQJDMPRzHuiDwJ04oaahvu+COKG4Dx9j1yMRERERERERGQWFhkREREREREQkmUYKGAwmHjT4B07HlVU4AZXBxm61A7cOE3jIHLAcjSx36R/tAe64q6FGct2FE7wpwwlt5Axzqm5gO/C/1trto72+azTP8RGcTkg3ArcDnxyu8xFOkObD1tr7E1daa39gjHkR+AlwxxjrTPQQ0ATk43TKqQKeA7452M7W2h7gM6M9ubU2YIxZ7Na4wVq7eYhd/4MT/HoGuMNaOzD4NdCgnYastatHW9toWGujxpj30dd1KghsAjYA/wU2Dhe6cT+3fwH+YoxJwQnyXO4uz8T5nnrCWvuLUZSTNWA51DX3AJeM4nwiIiIiIiIiMs6MtXbkvUREREREREREJihjTCGDd/2JAofcwM5QxxbghGm6rLUN41TiSSUeHrHWDtWdaSznyrLWdrzEc0wFguPZccYYY+wIL5KNNDoumdyOT3uB7aPoCDSW82YBWdbagV28REREREREROQUoNCQiIiIiIiIiIiIiIiIiIiIiMgk40l2ASIiIiIiIiIiIiIiIiIiIiIicmKlJLuAk1leXp6dN29esssQERERERERERERERERERERERnUpk2bmq21+QPXKzT0EsybN4/nnnsu2WWIiIiIiIiIiIiIiIiIiIiIiAzKGFMz2HqNJxMRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGhIRERERERERERERERERERERmWQUGpJTho3FiLS2JrsMERERERERERERERERERERkQlPoSE5ZdR95KPsf9ct2HA42aWIiIiIiIiIiIiIiIiIiIiITGgKDckpI+flL6d72zaafvijZJciIiIiIiIiIiIiIiIiIiIiMqEpNCSnjJyXv4wp17yewz//OR3PPJPsckREREREREREREREREREREQmLIWG5JQy41OfInXuXOo//gmiR44kuxwRERERERERERERERERERGRCUmhITmleLKymPWtbxFpbubg57+AtTbZJYmIiIiIiIiIiIiIiIiIiIhMOAoNySknY8lZ5H/ogwT+/W+OPPBAsssRERERERERERERERERERERmXAUGpJT0vR3vIPM887j0Je/QmjfvmSXIyIiIiIiIiIiIiIiIiIiIjKhKDQkpyTj8TDr61/D4/NRd9vHsKFQsksSERERERERERERERERERERmTAUGpJTlm/GDGb8vy/R/fzzNP3gh8kuR0RERERERERERERERERERGTCUGhITmk5V1zB1Guv5fAdd9Cx8elklyMiIiIiIiIiIiIiIiIiIiIyISg0JKe8wk99ktR586j/xCeItLYmuxwRERERERERERERERERERGRpFNoSE55nsxMZn3rm0RaWjj0+S9grU12SSIiIiIiIiIiIiIiIiIiIiJJpdCQTAoZZ55Jwa23Evjvf2m7//5klyMiIiIiIiIiIiIiIiIiIiKSVAoNyaSR+7abyLrwAhq+8lV6qqqTXY6IiIiIiIiIiIiIiIiIiIhI0ig0JJOG8XiY+dWv4UlLo/6227ChULJLEhEREREREREREREREREREUkKhYZkUvEVFjDzy/+P7h07aPze95JdjoiIiIiIiIiIiIiIiIiIiEhSKDQkk072mjVMfeN1tPzyV3Q89VSyyxERERERERERERERERERERE54RQakkmp8BOfIHX+fOo/8Ukira3JLkdERERERERERERERERERETkhFJoSCYlT0YGRd/6JtHWVg5+7nNYa5NdkoiIiIiIiIiIiIiIiIiIiMgJo9CQTFrpZ5xB/kc+QvDhtbTdc2+yyxERERERERERERERERERERE5YRQakkkt98a3knXRRTR87Wv07N2b7HJERERERERERERERERERERETgiFhmRSMx4PM7/6FTwZGdTd9jFioVCySxIREREREREREREREREREREZdwoNyaTnKyhg5le+TM8LL9D0ne8muxwRERERERERERERERERERGRcafQkAiQfdllTHvzm2i5806Cjz+R7HJERERERERERERERERERERExpVCQyKugo9/nNQF86n/1CeJtLQkuxwRERERERERERERERERERGRcaPQkIjLk55O0e23EzvSzsHPfBZrbbJLEhERERERERERERERERERERkXCg2JJEg/7TQKbvsowUceoe3uu5NdjoiIiIiIiIiIiIiIiIiIiMi4UGhIZIBpN9xA1iWX0PC1r9OzZ0+yyxERERERERERERERERERERE57hQaEhnAGMOsr34FT1YWdR+9jVhPT7JLEhE55XVu2cKRv/+daHt7sksRERERERERERERERERmRQUGhIZREpeHjO/8mV6du6k6dvfTnY5IiKntO4XX6T27e+g/qO3sevCi6h9+9tpuev3hA8eTHZpIiIiIiIiIiIiIiIiIqcshYZEhpC9ahXT3vIWWn7zW4KPPZbsckRETkmR1lYOvO/9eHNymPOLXzD9bTcRPtRAw//7f+y5bDXVV7+eph//mO6dO7HWJrtcERERERERERERERERkVOG0R/gjt0555xjn3vuuWSXIeMo1tPDvmuuJdLaSumfHyJl+vRklyQicsqwkQi1N99M16bNFP/+LjKWLOnd1lNVTXDdWgJr19FVUQHW4isqIvvyNfhXryHz7OWYlJTkFS8iIiIiIiIiIiIiIiJykjDGbLLWnnPUeoWGjp1CQ5ND965d7LvmWrIuuIDZP/0JxphklyQickpo+NrXafn1r5n5la8w9eqrhtwv0txM4JFHCK5dR8eTT2JDIbxTpuBftQr/mtX4L74YT2bmCaxcRERERERERERERERE5OSh0NA4UGho8mj53V00fPnLFH72s+S+5fpklyMictI78pe/UP/xTzDthhuY8ZlPj/q4WEcHwSeeILh2HYH164kdOYJJTSXrwgvxr1lN9mWXkZKXN46Vi4iIiIiIiIiIiIiIiJxcFBoaBwoNTR7WWva/+910PrWRefffR/qiRckuSUTkpNX1/HZqrr+ejLIy5v7yDozPd0znsZEInZs2E1j7MMG16wjX1YExZJSXk71mNf7Va0grLTnO1YuIiIiIiIiIiIiIiIicXBQaGgcKDU0ukcOHqXrdlaRMm8a8++/Dk5aW7JJERE46kcOHqb7mWjBQcv/9pOTmHpfzWmvp2bWLwMNOgKh7xw4AUktL3QDRajLKyjAez3G5noiIiIiIiIiIiIiIiMjJQqGhcaDQ0OQTfOwx9t/8rjGP0xEREbDhMLVveztdzz/PvD/8nvTFi8ftWuH6egLrHiG4bi0dzzwLkQje/DyyV12Gf81qsi64QOFPERERERERERERERERmRQUGhoHCg1NToe+8hVaf/s75vzsp/hXrkx2OSIiJ41DX/p/tP7+98z65jeZ8ppXn7DrRtvbCW54lMC6tXQ8+hixjg5MZib+iy92uhCtXIl36tQTVo+IiIiIiIiIiIiIiIjIiaTQ0DhQaGhyivX0sO8N1xFpbqb0zw+RkpeX7JJERCa8tj/9iYOf+Sy5b387hR//WNLqiIVCdD79NIG1awmue4RIYyN4vWSecw7Za9aQvWY1vqKipNUnIiIiIiIiIiIiIiIicrwpNDQOFBqavHp276b6mmvJPG8Fc372M4wxyS5JRGTC6qqspOYtN5B57rnM+fnPMCkpyS4JABuL0f388wTWriO4bi09u/cAkHb66b0BorQzztC/8SIiIiIiIiIiIiIiInJSU2hoHCg0NLm1/OEPNPzflyj89KfJfesNyS5HRGRCCjc2su+aazFpaZTcd++EHgMWqqkhsHYdgXVr6dq8BWIxUmbNJHu1EyDKPOccjM+X7DJFRERERERERERERERExkShoXGg0NDkZq3lwHvfR8cTTzDvvntJP+20ZJckIjKhxEIhat96I907dzLv7rtJP23RoPtZa3nqgb0caeqipCyPeUvzSM9Kbjgn0tJC8JH1BNato+OJJ7Dd3XhycvCvXEn2mtVkXXwJXn9WUmsUERERERERERERERERGQ2FhsaBQkMSaWmh6nWvwztlCiX3348nPT3ZJYmITBgHP/8F2u69l6Lvfpecl79syP2e/NMetvy3lvQsH90dYYzHMGvhVErL8yktz8M/Lbn/tsa6uuh48kkCD68l+MgjRNvaMD4fmRecT/bqNfhXX4avoCCpNYqIiIiIiIiIiIiIiIgMRaGhcaDQkAAEH3+C/e98J9Pe/GZmfP5zyS5HRGRCaL37Hg598YtMv+UWCj5865D7bf53DU89uJclZVEuOet5mlJXUFWXT9XWFloPdQJQUJxNSXk+peX55M5MbncfG4nQtWWLO8ZsHeHaWgDSy5Y6Y8wuX0NqaSnGmKTWKSIiIiIiIiIiIiIiIhKn0NA4UGhI4hq+9nVafv1rZv/kx2RfdlmyyxERSarOTZuoueltZF14AXN+/GOM1zvoftsfq2P973ey8KxUrmi5GhPrcTZ406DobFpzV1PdsYyq2mwaajoAmFqY6XYgyqegOBvjSV44x1pLz+7dBNetI7B2Hd3btgGQWlyMf40TIMooKxvy+YuIiIiIiIiIiIiIiIicCAoNjQOFhiQuFgqx77o3Ejl0iNK//JmU/PxklyQikhThQ4eovuZavFlZzLvvXrw5OYPut2dTI/++43nmnj6FV/IuvJFOuPEv0LQTap9ybvUVYKOAIZh7AdXeV1LVtoj6Oh+xGGRNTaO0LI+S8nxmLZqK1+s5oc91oHBDQ2+AqOPppyEcxpubi/+yVWSvuZysCy/QGEsRERERERERERERERE54RQaGgcKDUminr17qX79NWSefTZzfvFzjCe5f7wWETnRYj091LzlBkJVVcy79x7S5s8fdL/aHYf5+4+2Ujgvh9cU/xzfC/fCTX+H4gv77xjqgAPPQu1GqHnSuR/upDuWRU3KK6iKrKS2ZRaRiIe0zBTmLcmjtDyfOWfm4ktNbnefaCBAx2OPEVi7juCGDcSCQUxGBlkXXUj2msvxr1pJyrRpSa1RREREREREREREREREJgeFhsaBQkMyUOvdd3Poi/9LwSc/wfSbbkp2OSIiJ4y1loOf+jRHHnqI2T/6Idlr1gy636GqI/z5u1uYUpDJVWt2kfbv98Fln4WVHxv5ItEwHNoKNU/1diMKdwTY31NOdWQl1d3L6Ymkk5ICc86cTumyAuYtySM9y3ecn+3Y2FCIjmefJbh2HYF164gcOgQeD5nLl+O/fA3Za9aQOmdOUmsUERERERERERERERGRU5dCQ+NAoSEZyFrLgfd/gI5HH2XevfeQfsYZyS5JROSEaPndXTR8+cvkvf/95L//fYPuc7guyIO3byYty8fVN2WT9cfLYc65cMND4DmGzkDWQvPu3gBRbN9G6hv9VPWcR3XP+QSj0zHGMmuOoXTFPErPnoV/WnLHg1lr6d6+g+C6tQQeXkvPrl0ApC1ahH/NarJXryH9rDMxxiS1ThERERERERERERERETl1KDQ0DhQaksFEWlupfu3r8OTkUHL/fXgyMpJdkojIuOp4+hlq3/52/KtWMfsH3x90PGN7cxd/+uYmDHD1rYvJeeCV0NEE73kCsmccv2La66H2Key+p2jaWUtVfR5V3efRGnU6+RRMO0LpGZmUXrKEaSWzjt91j1Fo/36C69YReHgtnZs2QSxGyowZZK++DP/qNWStOBeTmprsMkVEREREREREREREROQkptDQOFBoSIbS8eST1L79HUx90xuZ+YUvJLscEZFxE66ro/qaa/Hm5jLvnrvx+v1H7dNxpIcHvrWZno4wV310OdM3fRo2/wbe8gAsGHyM2XHT1Qb7n6F1ewVV2zuoaphFY3ghANPSGimZ3UZpWT4F55yNmVYMSezwE2ltJbhhA8G1awk+/gS2qwuP34//0kvxr1mN/9JL8WZnJ60+EREREREREREREREROTkpNDQOFBqS4TR845u0/OpXzP7RD8leM85/FBcRSYJYVxf7rr+e8P4DzLv3HtJKSo7ap6czzIO3b+FIcxev+1A5Mzr+C396B1z8Ybj8iye+6HA3wZ2bqX56N1W7ob5tJjFSyPI0U5q9nZL5YWYtLcFbciHknwGDdE06EWLd3XQ8+RSBdWsJPrKe6OHD4PORtWKFO8ZsNb4Zx7FDk4iIiIiIiIiIiIiIiJyyFBoaBwoNyXBsKET1G99IpP4gJX/+M77CgmSXJCJy3Fhrqf/Yx2n/+9+Z89Of4F+58qh9wqEof/1eBQ372nn1+8qYU9gKP1sJBWfA2/4BXl8SKu+vO9hNzRPbqNp0kNoD6URiKaSZAPPSnqM0extzFmbiKz0X5l4As5ZBStoJr9FGo3RVVhJYu5bgw2sJ1dQAkH7WWWSvWY1/zRrSFi7EJLFLkoiIiIiIiIiIiIiIiExcCg2NA4WGZCQ9VVVUX/16MpcvY84dd2CS1LFCROR4O/yrO2n8xjfI//CHybvlXUdtj0Zi/OMn29i/4zD/886zWFA2BX75P9BaDe9+HKbOTULVwwuHouzffpiqZ/axb0c7PT0eUkyIOambKU1/mnlZ20ifczrMPR/mXghzVkB6zgmt0VpLqKqKwNp1BNeupauyEgDfnDlkr15N9uVryFi2DJOSckLrEhERERERERERERERkYlLoaFxoNCQjEbrvfdy6PNfoODjH2f629+W7HJERF6y4BNPsP/md5F9xRUUffc7R3W4sTHLf+/cwe5nG1h1/WmceUkR/POT8PRP4LrfwxmvTlLloxeNxji4u42qimaqtzQQPBLGmBhF/n2UmnWUpD2FP6UNCs90AkTFFzjdiLJP7MiwcGMjwUfWE1i3ls4nn8KGw3inTsW/ahXZl68h66KL8GRknNCaREREREREREREREREZGJRaGgcKDQko2Gtpe6DHySwfgMl99xN+uLFyS5JROSYhfbvp/qaa/EVFjLvj3/Ak5XVb7u1lkfv3sXzG+q44Kr5LH9ZMbz4D7j7TbDiFnjlN5JU+bGz1tJYE6CqoonqiiZaD3UCUJAbpNRfQWnoIaax19l5WgkUX9jXjWj6fDhBY8OiwQ46Hn+cwLq1BNdvINbejklLI+uii5wxZqtWkTJ9+gmpRURERERERERERERERCYOhYbGgUJDMlqR1laqr7wKT2YmJX+6H09mZrJLEhEZs1hHB/ve9GbCDQ2U3H8fqXPmHLXP03+p4rl/7GPZFXO58PULoG0//PRiZxzZOx+GlLQkVH58tR7qoKqiiaqKZhr3tQMwbbqHkpkNlKY+SUHrXzFdh52ds/L7AkTFF0DhEvCO/+gwGw7TuWkTgbXrCKx9mEj9QTCGjOXLnTFma1aTOm/euNchIiIiIiIiIiIiIiIiyafQ0DhQaEjGomPjRmrf9namXnstM//vf5NdjojImFhrqbv1wwT++1/m/OLn+C+66Kh9Ktfu5/H7dnPGRTO57C2nY2JR+PWroOF5uOVRp+vOKSbY2k11ZTNVFU3U7WrDxiz+aWmULEqhZHoVs0Ib8B54AtpqnQNS/TD7XGeUWfEFUHQOpI5vkNRaS8+LLxJ4eC2BdevoeeEFp5QF88levYbsy9eQftZZGI9nXOsQERERERERERERERGR5FBoaBwoNCRj1Xj77Rz+xR0U/eD75FxxRbLLEREZteaf/Zym73yHgo9/nOlvf9tR21/ceJC1v36B+cvy+Z+bz8LjMbD2/+Cx2+HqO2DptUmo+sTq7gizb1sz1RXN1G4/TCQcIy0zhXlL8yhd5GFO+vP4Dj4FtRuhYTtgwZMCM8udANFcd6xZZu641hmuq3M6EK1bR+ezz0I0Skp+Pv7Vq8m+fA2Z552HJzV1XGsQERERERERERERERGRE0ehoXGg0JCMlQ2FnNE+Bw5Q8pc/4yssTHZJIiIjCm7YwP53v4ecV72KWd/8BsaYfturK5v458+ep2jRVF79vjK8Pg/sfQR+dxUsux5e96MkVZ484VCU/TtaqKpoYt/WZno6I6T4PMw9czql5XkUL0ghvWUz1D4FNU9B/WaIhpyD8093OhHFuxFNnTtudUbb2gg++iiBtesIPvYYtrMTT1YWWZdcQvaaNfhXXoo3J2fcri8iIiIiIiIiIiIiIiLjT6GhcaDQkByLnupqqq9+PRllZcz91S81DkZEJrSe6mr2veE6fHNmM+/3v8eTkdFve93OVv76g0qmz/bzulvLSU1PgUAD/PRip2POzesgNStJ1U8M0WiM+t1tVG9poqqymY62HozHULRoKqXl+ZSU5eP3Wyc4VPOk04lo/9PQ0+6cIGe204Eo3o0o/3QYh/87Yj09dG7c2NuFKNrcDCkpZJ57DtlrLid79WX4Zs067tcVERERERERERERERGR8TXhQ0PGmK8Di621r3EfnwXcCSwA7gA+bt1ijTErgZ8C+cBXrLXfTjjPNcDtgA/4qLX2jwnb3gd8HugA3mmtXZew7cvAe4H9wFustVtHqlmhITlWbfffz8HPfo6C2z7K9He+M9nliIgMKhoMsu+6NxJtaaHk/vvwFRX1295Y085D39mCf1o6V390Oel+H8RicNdVTvDl5kegcHGSqp+YrLU01gSoqmiiuqKJ1kOdABTMy6G0PI/S8nymzciCWNQZYVa7EWqfdLoRBQ85J0mf6oSI4t2IZi2DlOM7TszGYnRv3eoEiNauJVRVBUDa4jPIXrOG7DVrSDvttKO6TomIiIiIiIiIiIiIiMjEM6FDQ8aYpcATQJm1tsoYkwa8CPwN+C7wI+Aea+2dxph8YA/wNeBPwL3Ah621j7hBo+eAW4AtwIPAK621O40xL3P3vw44AtwFnG2tPWyMuQX4X+BqoAD4qltLaLi6FRqSY2Wtpe5DtxJYt455d99NxllnJrskEZF+bCzGgQ98kOD69cz91a/IOm9Fv+2thzp44Fub8aV6ufpjZ+OfluZsePRbsO5L8Jrvwdk3nfjCTzKthzqoqmiiaksTjTUBAKbNyHQ6EJXnU1Cc7QRzrIXWfe44M7cb0eHdzklS0qHonL5uRLNXQPrxHSnWU11NcN06Ag+vpauiAqzFV1SEf81qslevIfOcszEpKcf1miIiIiIiIiIiIiIiInJ8TNjQkDHGAzwJ/Mda+3l33ZXAz4C51toeY0w58ENr7cXGmFuBm6y15Qn7XmOtfYsx5rvAPGvtle62W4E8a+1njTEPAfustbe6274LPG+tvcMYUwH82lr7XXfbQ+71Hh6udoWG5KWItrVRdeVVeNLTKXngT3gyM5NdkohIr6Yf/ojmH/6Qws98htwb3tJvW6Clmwe+uYloJMbVt53N1EL336+ap+DXr4Izr4TX/xLUhWZMgq3dVFU0U13ZRN2uNmzM4p+WRklZPqXlecxaOBWPN2EsWbDJCRHFuxEd3Ao2CsYDhWdB8YVuR6ILIbvwuNUZaW4muH49gYfX0vHkk9hQCM+UKWSvWol/9Rr8F1+EJ2tyj6QTERERERERERERERGZSCZyaOi9wDeADwLNwL+BT+J0+rna3ccAh621ucaYO4FWa+1H3G0zgXXW2jOMMY8AD1prv+9uuwD4vLX2FcaYauBD1tq/uNveBFyKM5IsAiyLjyQzxnwKiFlrvz5c7QoNyUvV8cwz1N54E1OveT0zv/SlZJcjIgJAYO1aDrzv/Uy56ipmfuXL/UZQdQVCPPCtzXQe6eHKjy4nf062s6GzBX56MXhT4ZZHj3unm8mmuyPMvm3NVG1pYv+OFiLhGGlZKZQsyaOkPJ85i3PxpXr7H9QThAPP9nUjOvAcRLqcbbmlfePMii90Hh+HUFess5PgE08QfHgtwfXriR45gklNJeuCC5wuRJddRkp+/ku+joiIiIiIiIiIiIiIiBy7oUJDSZ0jYYzx44wFqwaKgRuALwCPuusAsNZaY0zUGDMNyAE2J5ymHZjl3s9JPG6U2/yAZ5Bti4ao+V3AuwDmzp07ymcqMrisFSuYfvPNHP75z8m6+BJyXvY/yS5JRCa5nj17qP/Yx0lfsoQZX/xCv8BQqCvCX39QSaClm9d+sLwvMGQt/Pl9EGyEd/xHgaHjID3Lx+nnz+T082cSDkXZv72Fqoomqrc28+LGQ6Skepi7eDql5XkUL8kjPcsHaX6Yf5lzA4iG4WBl3ziznf+Eit8727IK3HFmbjeiwiXgHfuPhZ7MTHKuuIKcK67ARiJ0bt5McO1aAmvXEdywgUPmi2SUlTkBojWXk1Zachw/SiIiIiIiIiIiIiIiIvJSJLXTkDHmrcBPccaQNRtjUoBtQB7wC2vtpxP23Q+cD3wbWGut/bm73gt0W2t9xpingc9Za//jbpsP/Mtau9AY0wBcYq3d5W5bg9PR6LVAJ5BmrQ25294BnG+tvXm4+tVpSI4HGw6z783XE6qtpfShB/HNnJnskkRkkoq2t7Pv2jcQ7eig5P778M2Y0bstEo7ytx9WcnD3EV7xniXMW5LXd+DGn8C/Pgkv/xqc/54kVD55RKMx6ne3Ub2liarKZjraevB4DLMWTaW0PJ+Ssnz809IGPzgWg8O73RDRU86trdbZluqHOSv6uhHNPgd8Gcdcp7WWnl27Cax9mODadXRv3+5cpqSE7DWr8a9ZQ0ZZGcbjGeFMIiIiIiIiIiIiIiJysrDW0hUIk5mTmuxSZIAJ2WkImA08a61tBrDWRowxW4E3AANnWWQDIaBlwLb4eka5bVfiNmttlzGmy91WN8hxIuPK+HwUfeubVF11NfWf+CRz7/wVxusd+UARkePIRqPU3XYbofp6in/z636BoVg0xn/u2E7dzjYuf9vi/oGhus3wn8/Baa+E896dhMonF6/Xw5zTc5lzei6XXLeIxpoAVRVNVFU08ejdu3j07l0UzMuhtDyP0vJ8ps3I6jvY44H805zbOW9z1h2p6wsQ1TwFj3wFsODxwazyvhDR3PMhM3fUdRpjSD9tEemnLSL/ve8lfPAggXXrCK5dx+Ff/4bDd/wSb14e2Zetwr9mDVkXXIAnbYiwk4iIiIiIiIiIiIiITDjWWoKtPTTWtNNYE6DJXaakernpaxcluzwZpWSHhg4AmQPWFQO3AW+LrzDGlABpOMGfZ4GrE/ZfRl/Y51ngAuD3w2x7YpBtz7nb7k/YtvMYn5PImKUWFzPjs5/l4Kc/zeFf/oq8dw3b5EpE5Lhr+v4P6Hj0MWZ88YtkLl/eu97GLI/c9SLVlc1cct0iTjuvL0xEdzvc/3bwF8DrfgQJo8xk/BmPobAkh8KSHC64aj4tBzuormyiaksTGx+qYuNDVUybkUlpeT6ly/LJn5vdb9wcAFOKYMk1zg2gqxX2P9PXjWjjT+DJ7zvb8s9IGGl2AUydM+pafTNnknv99eRefz3R9naCjz5GcN1a2v/xT9ruux+TmYn/oovIvnwN/pUr8U6denw+SCIiIiIiIiIiIiIiclx0HOmhsSZAY007Te6yKxAGwOMx5BZlMX95AQXF2diYxXj0d6OTQbLHk00HqoBPAX/BCQN9AzgLeBK41Vr7B2PML4AZ1trXGGPygBrgFcBT7nF7rLUfMMaUAY8C5+EEkh4D7rLW3m6MeS3wQ+Bc9/KbgA9Za/9kjPkgcCOwEpgFbAEutdZuGq5+jSeT48laS91HPkLgvw8z749/IGPJkmSXJCKTRPu//kXdrR9m6hvewMz/+9/e9dZanrh/D5Vr93Puq0tY8eoSEjY6gaEdf4ab/g7FFyShchlKoKWb6spmqiqaqN/dho1Z/NPSKCnPp7Qsj1kLp+LxjmI0WLjL6SZV+yTUboTapyEUcLblzHY+7/FuRPmnO92MxiAWCtH59DME1q0luHYdkcZG8HrJPPtsJ0C0eg2ps4uO4SMgIiIiIiIiIiIiIiLHqisQ6g0IxbsIdRxxhjUZA9NmZlFQnE1BcQ75xdnkFflJSdU0nYlsqPFkSQ0NARhjLgK+BZQBh4CPWGsfckM+fwQ6AQusstbucI95N/A9oANoAy6w1ja4274MfBRnvNgu4BJ3BJkBfosTTDLAWuC11lprjEkD/gGcA6QDd1hr3zdS7QoNTTAVf4CWalj9mWRXcsyiR45QdeVVmFQfpQ88gCcra+SDRERegu6dO9n3xjeRfvrpzP3Nr/Gk9s2Yfe4f+3j6L1UsvWw2F79hYf8uNZt+DX/9EKz+HFx624kvXEatOxhm3zYnQFS7o4VoOEZaVgolS/IoKc9n7uLc0f8gH4tCw/NOgCjejSjY4GzLmAZzzu/rRjSzHFJGP7PYxmJ0b99OYO1agmvX0rN7DwBpp59O9urV+NesJn3x4qO7JYmIiIiIiIiIiIiIyDHr7gjTVJvYQShAoKW7d/vUwszegFBBcTZ5c7LxpSkgdLKZsKGh4RhjZgBnAxuttYcHbCsBTgces9YGB2xbDBQBG6y1oQHbzgWy3G02Yb0HuAjosdY+M5r6FBqaYP56K2y6E676OZRdl+xqjlnns89Sc+NNTLnySmZ95cvJLkdETmHRtjaqr7kWGwox7/778BUU9G57fsMBNvxxF4vOK+TyGxf3byHZsAN+cZkTDnnLg2PuLiPJE+6Jsn9HC1UVTezb1kxPZ4SUVA9zz5xOaXk+xWdNJz3LN/oTWgut1VDzVF83osNO2IeUdCg6p68b0ZwVkJY96lOHamoIrF1HYN1aujZvgViMlJkzyV69muw1q8k891yMbwy1ioiIiAgA0UCAjscfJ7h+A8HHHoNoFN/s2fiKihJus0idPRvfrFl6Q5OIiIiIiMgpJNQVoWl/oF8Xofamrt7tOfkZTkBorhMQyp+bTWpGyqjOba0lXFNDuL6erAsvHK+nIMfopAwNTXQKDU0w0TD87irY/4wzKmfOuSMfM0E1fu97HP7JTyn67nfIefnLk12OiJyCbCTC/nfdQuezz1J81+/IKCvr3bb72Qb+86vtzFuSx8tvOQtv4hirUAf8YjV0tsC7H4fswiRUL8dDNBqjflcbVRVNVFc00XEkhMdjmLVoKqXl+ZSW55M1NW3sJw42uqPMnnK6ER3aCjYGxgMzlsDcC/u6EfkLRj4fEGlpIfjIegLr1tHxxBPY7m48OTn4L72U7DWrybrkErx+/9hrFREREZkErLWEqvcRXL+e4IYNdG7aBJEI3ilTyLr0UjxZmYTr6gnX1RGuq8P29PQ73jttmhMkmj0bX9EsfEVFpMYfz5qFJyMjSc9MREREREREhhMORWmudQNCtU4XodaGTmfOE+DPTevtHlQw1xkzNpY3Fsc6O+na9jxdFRW9t2hrK56cHBZtfAqjN51PKAoNjQOFhiagzhan+0WoE971CEyZneyKjokNh9n3lrcQqt5H6UMP4ps1K9klicgppuEb36TlV79i5pe/zNTXX927vmb7Yf7xo63MmD+F13yg7OixVX9+H2z5PdzwIMy/7ARXLePFxiwNNe1UVzRRVdFMW0MnAIUlOb0BoqmFmcd28p4AHHjW7Ub0FBx4DiLuuxZy5ztdiOLdiHJLnWHIw4h1ddHx5JME1q4j+MgjRFtbMT4fmeefT/aa1fgvW42vcHRhJBEREZFTlQ2F6HzuOQJuUChcUwtA2qJF+Fetwr9qFRllSzHe/j/vW2uJNjcTrqsjVFfXFyY6cMBZ1tdjQ/2aeuOdPt0JEs0uGtCtqMgJFaWnn7DnLSIiIiIiMllFwlEOH+hwugfVBmiqaaelvoN4HCQzJ5WCeTm9Y8by52aTmZM66vNbawkfOEDXli10VVTQWVFBz85dEI0CkFpaSkZ5ORnlZWSUl5O2cCFmhNf75cRSaGgcKDQ0QTW+CHdcDrkl8PZ/QerJ2UY7VFtL9ZVXkb54MXN/8+ujXsgTETlWR/76N+o/9jGmXX89Mz732d71B/e08ZfvVTB1RiZXfmQ5aQPbTW69Dx54J1zyUVjz+RNctZxILQc7ejsQNdYEAJg2M4vSsjxKl+WTPzf72H/Yj4TgYKUTIIrfulqdbf5CpwvRXDdENGMJeIb+/89Go3Rt2eKMMVu7lnCt88ew9KVLyV6zhuw1q0mdP1+/mIiIiMikEGluJrjhUYLr19Px5JPEOjowaWlknn8e2atW4V+58iW/KcnGYkSamwkfqOvtTOTcDjgho/qDEA73O8abn0fqrKKEbkV9I9B8RUV4Ukf/IrWIiIiIiIhANBKjpb6jd7xYY007LXUdxGJO9iPd7+vrIOSGhMY6WSDW1UX388/TWVFBV0Wl00Xo8GEAPJmZpJctJaO8nMzycjLKyvBOnXq8n6YcZwoNjQOFhiawXf+BP7wBzngNXPsbOElbn7U99BAHP/kp8m/9EHnvfneyyxGRU0DX9u3UvPl6MpYsYe6dv8L4nDaTzQeCPPTtzaT7fVx929lHp8sP74WfXQqFZzkjIL2jm18rJ79ASzfVlU1UVTRRv/sINmbxT0ujxO1ANGvBFDzel/D/bCwGzbug9km3G9FGOOKEf0jNdsaNzr3Q6UZUdDb4Bh9/Ya0ltGePEyBat47urVsB8BXPJXvN5WSvWU1GeblCuCIiInLKsNbSvWOHM3Zs/Qa6t20DIGXGDPwrV+JftZKs888/oePDbCxGpKmpX3eiUDxYdKCO8MGDEIn0OyaloKAvSOR2K0qNP545E6NQkYiIiIiITGKxaIzWQ50JAaEAhw8EiUZiAKRlppA/N7svJDQvB/+0tDG9mdZaS7iuvm/M2JYtdO/c2fv7W2pxMRnLljmdhJaVk7ZggV5rPwkpNDQOFBqa4J78Afzns7Dyk3DZp5JdzTGx1lL/0dto//e/mfeH35NRVpbskkTkJBZpaaH6mmvAQsn995EyfToAR5o6+dM3N+PxGK7+2HJypg/4o0Kkx+ngdmQ/vPvxk3b0o7x03cEw+7Y1U1XRRO2OFqLhGOlZPuYtnU5JWT5zF+cePdLuWBw50DfOrPYpaNzhrPf4YNayvnFmc86DzNxBTxFuaCT4yDoCa9fRsXEjhMN4c3PxX7aK7DVryLrwQo3KEBERkZNOrKODjo0be4NCkaYmMIaMsjL8q1biX7WKtNNOm7CdFm00SqSx0QkTxUeeJY5AO3Sot7U9AMaQUljYrzNRamK3ohkzet8IISIiIiIicrKzMUtbY2dv96CmmgBN+wNEQk5AyJfupWBuNvkJXYRy8jLG/DtgrLub7u3be0NCnRUVRJuaATCZmWQsWdJv1FjKtGnH/bnKiafQ0DhQaGiCsxb+/H6ouAuuuRPOujrZFR2TaHs71VdeBV4vJQ8+iNd/co5bE5HksuEwte94J12VlRT//vdknHUmAB1tPTzwrU2EuqJcddtycmcO8m/MPz4Oz/wM3vhHOP2VJ7hymajCPVFqdxymqqKJmm2H6emMkJLqYe6Z0yktz2fekumkZR6nP+B0tsD+Z/q6EdVvgZg79qJgsTvSzO1GNEioLRoM0vHYYwQeXkvw0UeJBQKY9HSyLr6I7NVr8F+2Sr/0iIiIyIQVOnCA4PoNBNevp/Ppp7HhMB6/n6xLLnY6Cl16KSm5gwepTzY2EiHS0OB2J6rv7VbUezt0yOlUGefxkDKjsG/82cARaDMKMSnqkioiIiIiIhOPtZb25i4a9wV6uwg17Q8Q7nbeSJHi85A/N5v84r4uQlMLMjGesQWErLVEDh7sDQd1VVTS/cILvaOlfXPn9oaDMpctI23hQv0edYpSaGgcKDR0Eoj0wG9eCwcr4G3/hKLlya7omHRu3kzNW25gymtfy6yvfTXZ5YjISejQl79C6+9+x6xvfJ0pr30tAN0dYR68fTOBw9287sPLKJyXc/SBL/wN7rkezn8vvFz//sjgotEY9TvbqKpsorqiiY4jITweQ9FpUyktz6ekLH/M85KHFe6Cuk1OF6Kap5xAUSjgbJsyx+lCFO9GlHdavzGlNhSi87nnCDy8lsC6dUQOHQKPh8zly/GvWUP2mtWkzp17/GoVERERGSMbidC1ZQvBDRsIrF9PaM9eAFJLSvCvWoV/5Uoyz14+KTvs2HCYcEODM+qsro5wXeIItHrnZ7vE1zq9XnyFhf2DREVFpLpj0FIKC9VSX0RERERExp21lkBLN03ueLHGmnaaagP0dDrjvzwphrzZ2b3dgwqKc5g2IxOP1zPCmY8W6+mhe/uOvlFjFRVEGhsBMBkZZJx1Vu+YsYyyst6pFHLqU2hoHCg0dJIINsEvLoNYBG5+BHJmJruiY9L0/R/Q/OMfM+v2bzHlVa9KdjkichJpe+BBDn760+TedBOFn/wE4HSJ+fN3t9C0P8Cr31/GnNMHeWdyWy389GKYVgLv+A+kHMfQh5yybMzSUNNOdUUTVRXNtDV0AlBYkkNpeT6l5flMLcw8vheNRqBxuzvSzO1G1OH8EkTGNCc8FO9GNLMMUlKdWq2le8cOgmvXEli7jp6dOwFIW7gQ/5rVZK9ZQ/pZZ03Y8R4iIiJy6oi0ttLx+ONOR6HHHyd25Aj4fGSde05vUCi1uDjZZU54NhQifOhQb2eiUF1dQsCoznmhPPG10JQUfDNmuKEid/xZQreilPx8hYpERERERGTMOtp6ersHNdYEaKptpyvgdPbxeAzTZ/udDkJznYBQ7qwsvCljDwgBhA8dcsJBW5yAUPeOHdh4F6HZs90xY84t/bRFk/INKOJQaGgcKDR0Ejm0DX75Msg/Dd72D/BlJLuiMbORCDVvuYGevXspfehBfEVFyS5JRE4CXVu3UvOWG8g4ezlzf/ELTEoK0XCMv/9kKwdeaOHl71pC6bL8ow+MhuHOV0LjC/DuRyG39MQXLyc9ay2tBzupqmiiurKJxhqnG9C0mVmUludRWp5P/tzs4x/KsRZaqpxORPFuRC3OO/RJyYDZ5/QFieasgLRswB394QaIOjdtgmiUlMJC/KsvI3v1GrLOW4FJTT2+tYqIiMikZK2lZ/duJyS0YQNdW7ZALIZ3+nRn5NiqlWRdeCFevz/ZpZ5SYqEQkfp6tzPR0SPQIk1N/Q/w+fDNnNnbmaj/bTYp+XkYz7G9sC8iIiIiIqeGzvZQb+egeBehziMhAIyB3FlZ5Bfn9AaEps/OIsV3bG9OsKEQ3S+8QOeWLXRVVDpdhA4dcq6Vlkb6WWeRucwNCZWVkZI/yN9/xlkkHOZIw0Gmz1ZH/4lGoaFxoNDQSSY+Yuesa+D1dzj/Sp9kQgcOUP26K0k7/XSKf/NrzZMUkWFFmpqovuZaTEoK8+6/j5Rp04jFLP+5Yzt7Nzdy2Q2ns/iiWYMf/PAX4fHvwOt/CUuuOaF1y6kr0NJNdWUTVRVN1O8+go1Z/LlplJblU1Kez6wFU46p3eroLt4A+zf2dSM6tA1sDIwXZizpP9LMX0CktZXghg0E164j+Pjj2K4uPH4//ksvwb96Df6Vl+LNzh6fWkVEROSUFOvpofPppwmuX09w/QbC9fUApC9e7HQTumwV6WeeqRBKEsV6epwgUV1dv1uo7gDhunqizc399jc+H75ZToei/iPQZpE6ezbevDx1rRQREREROYV0d4SdEWO17b0BoWBLj7PRwLTCTAqKc5wuQsU55M3x40s99u6l4YbGfmPGurdvx4acQJJv1qy+LkLLykk/7bSkvem180gbVVueo2rzM+yr3IIvLY13//S3+v12glFoaBwoNHQSeux2WPt/sPpzcOltya7mmBz561+p/9jHyfvgB8h/73uTXY6ITFA2FKLmprfR/cILzPvjH0g//XSstaz/w052PFbPha9fwLIrhkh573kY7no9LL8RXvv98a/VWr778G6eqjrMwgI/Cwv8LCrMZkGhn3x/ml5kP0V1B8NUb22mqqKJ/S+0EA3HSM/yMW/pdErL85lzRi4pL+GXqRH1BGD/M243oo1w4FmIdDvbcue7AaILYe75xDJn0bFxI8F16wise4To4cPuuJBze8eY+WbMGL9aRURE5KQVbmhwugmtX0/Hxo3Yri5MRgZZF16If9VK/JeuxFdYkOwyZZRiXV2EDx7s150olNCxKNrS0m9/k5aWECoq6ht/5t6806fr9x0RERERkQkq1BXp1z2osaad9ubu3u1T8jMoKM52uggVZ5M/J5vUjGNv+GDDYbpffLF3zFhnxRYi9QcBMKmppJ95Zr9RY8n8XdJaS/P+Gqo2PcPezc9wcPdOsBb/tFxKl6+g9OwVlCw7G49H454nEoWGxoFCQycha+GBm2HbfXDdXXDGa5Jd0TGp+9jHaf/HPyi+63dkLluW7HJEZAI6+MUv0nb3PRR959vkvOIVADz10F42/6uG5S8v5oIr5w9+YOAQ/OQiyMqHm9dBaua41/qHp2v59IPbWFDgp7G9m/buSO+2qZk+Fhb4WVCQzaJCPwvdZX62wkSnknBPlNodh6mqaKJm22F6OiOkpHkpXpxLSXk+85ZMJy1znOcsR0JwsNLpQlTjjjXrbnO2+QvdcWYXYGefR1dDlOAj6wk8vJbQvn0ApJ95JtmXr8G/eg1pixbq61NERGSSsrEY3du2EXC7CfW88AIAvqIip5vQqlVkrjgXT1pakiuV8RDr7CRc73QqCh040L9r0YEDRNva+u1v0tN7OxP5iopI7detqAjvtGn6uVJERERE5AQI90Rp2h9wugjVOF2E2ho6e7dn56a7ASGng1D+3GzSs17aa9aRpiY6e7sIVdL9/PPYHqdrUcrMmWSUl5HpBoTSzjgDT5K6CPXWGw5zYPtW9m5+hqrNz9Le1AhAYelC5p+9gtLl51JQMl+/w0xgCg2NA4WGTlLhLvj1q6DxRXjHv52RJCeZaCBA9ZVXgTGUPPQgXr8/2SWJyATSes+9HPrCF5h+880UfPQjAGz5by1P/mkPZ14yi5VvPm3wH9piUfjdlbD/WXjXeig4fdxrrdzfxrU/fYrz50/nzpvOxWOgKdDDroYguxsD7GoIssddHukK9x6Xk57CosJsFrpBoviyMEdhopNdNBqjfmcbVRVNVFU20XkkhMdjKDptKqXl+ZSU5ZM19QT8kS0Wg+adUPOk04mo9ik4st/ZlpoNc1ZA8QX0mBIC25sIrn+UrspKsBbfnDlkr16Nf81qMpcv1zhRERGRU1w0GKTj8SecsWOPPup0m/F6yVhWTrYbFEqdrxdOBaLBDsL18RBR3VFj0KJHjvTb32Rmklo0C9+sokFHoHmnTtXXlYiIiIjIGEXCUZoPBPsFhFoPdhCPTWRNSSW/OIfCeW4XobnZZGS/tMCODYfp3rmrb9TYli2E6+oAZ+xx+uLFvWPGMsrLJ0xn+462Vqq2PEvVpmep2bqFcE83KalpFC8tdzoKLTsHf+70ZJcpo6TQ0DhQaOgkFjgEP78MPF6nk4b/5GsF3rl5CzU33EDOq15J0Te+kexyRGSC6Ny8hZobbyTr/POZ89OfYLxedjxRzyO/e5EFZxdwxTvOxOMZ4kXlDd+AR74Mr/0hLL9h3Gtt6Qjx6u8/hjGGv33gYqZlDf1Dt7WWpmAPexqC7GoIsLsxyO6GILsaA7R19oWJstNT+sabucuFhX5m5KTrxfSTkI1ZGva1U13ZRFVFc+87OwpLcigtz6e0PJ+phePfDatX2343QOR2I2pyOgfgTYVZy4hMLSdQn0Ggcj+dz2zChkJ4p07Fv2oVWZdcPHTId7CvzUG/Xof4Gh70+KF2HeW1hvx+GcO+g+46lufwUusa6lJjeQ4n0edmTHWN8vpjqCGloABvdvbg5xAROQX1VFcT3LCB4PoNdD73HEQieKZMwX/JJU5HoYsvwjt1arLLlJNMNBDo7VTkhIoO9I0/q6sj1t7eb39PVla/zkTxMWjxEWienBz9HiQiIiIik1o0EqOlvsMJB+1rp7E2QEtdB7GYk5HIyPY5nYPcDkIFc7OPy5tWI4cPJwSEKuh6/nlstzPaLKWgwA0ILSOjvIz0xYsnTDdaay1NNdVUbXK6CR3cu8sZOzY9j/nLz6X07BXMOXMpvtSJUa+MjUJD40ChoZNc/Rb41Stg5lK48a+QcvL949b0ox/R/IMfMuub32TKa16d7HJEJMnCDQ1UX3MNnsxMSu69F++UKezd0si/f/48s8/I5VXvXYo3xTP4wfuegN+8Gs56PVz9i2H+MH98RGOWm+58hqerWrj/PRewdPbUYzqPtZbmYIjdjQH2NLqBooYguxuDtHSEevfLTkthQaH/qEDRzCkKE50srLW0Hux0OhBVNNFUGwAgd1YWJWV5lJbnkz83+8R+PjtbYP/Tfd2I6rdAzAmxRaeeQUdHCYF9lmBlFbH2wImrSyRJUktLyVi6lIyypaQvXUr6okUY3ziPFhQROUFsKETnpk0E128guH49oZoaANIWLsS/aiX+VavIKCtTh0EZV9H29n6diUKJ3YoOHCDW0dFvf4/fn9CdaFZvmCi+ToFfERERETmVxKIxWg520ljT3ttFqLkuSCzi5CHSMlPcEWM5FLpBIf+0lz69wEYi9Oza1W/UWLi21tno85F+xhn9Ro2lzJw5of4uEQmF2L99K3vdoFDgcBMAMxYsonT5ucw/+zzyi0smVM1ybBQaGgcKDZ0Ctj8I990E5dfD63407n8kP95sJELNW2+kZ9cuSh56kNTZs5NdkogkSaynh5ob3kpozx7m3XM3aQsXsv/FFv72w0oK5mbz2g8tw5fmHfzgjsPw04vBlw63PApp4//C8e3/2ckP1u3ha1cv4Y0r5o7LNQ4He/qNN9vd6ASKDieEifxpKSwoSAgTucGioqkZ+gF4ggu0dFNV0UR1RRP1u9uwFvy5aZSWOR2IZi6Ygsc7REhuvIQ6oW5TXzei/c9AKIiNQU9kFtY3xfk+S810lilZkDLgsS+9b11KBvjcbb5MZ703rbdLzKA/xw/5o/1g+76EdWO5/qDHD1HoKK8/5O8wL+X6Q55zlNc/QZ+PoZ/7S/l8vMSaYpbw/lq6KrfStXWrM5YHMOnpTmvlsjIyypaSsXTphHtRRERkOJHDhwlueJTghg10PP44sY4OTGoqmeefh3/lSvwrV5E6uyjZZYoAzs8IsfZ2QgcOuEGi+t4wUbiujlBdHbazs98xnpwcfEVFpM4uShiBVoSvyA0V+bOS9GxERERERIYXi1naGjppcseLNda007w/SCQcAyA13et0D5rb10UoJ+/4vIk40tra10Gowu0i5P6s7c3P6w0HZSxb5nQRSk9/ydc83jraWqna/Cx7Nz1DzbYtRHp6SElLY97SZc7YseXnkjV1WrLLlONMoaFxoNDQKeKRr8KGr8H//D+48APJrmbMQgfqqL7yStIWLqT4d7/VuxpFJiFrLQc/+1mO/OkBin7wfXKuuIKGfe38+TtbyJ6ezlUfXU561hCdHqyFP1wHVY/AO/4Ls8rHvd61LzTwjt88xxvOmc03rikb9+sNdDjY43QlagyypyEeKArSHOzp3Scr1euEiQqz+3UnKpqaMfR4N0marmCIfVsPU1XRxP4XWoiGY6Rn+ZhXlkdpWR5zzsglJXWI0Nx4ikag4XmofQrqK6CnHXoCEOpwb0Hn1hMEGx3dOY0XUv2Q5ofULOd+apYT9kvNSliXuI+7bbDHvizw6mcHOX6stYTr6uiqrKR761a6KirpfuEFbMgJbHrz88hYWtbXkeisJfqDpIhMGNZael54gcD69QQ3bKB76zawlpSCAmfk2KqVZJ1/Pp7MEzgeVeQ4sdYSbWtzx54ldCuq6wsZ2a6ufsd4p0xJGHvW17HIV+SMQPNk6f9wERERERl/1lqONHU5I8ZqAjTVBGiqDRDucV5TTUn1kD83MSCUzdSCTMxxeC3fRqP07N7dLyQU7zxLSgrpp5/uBITcm69o1oR8w1x87NjeTU9TtekZDu3dDUD29HxKz17B/OXnMufMpaSkpia5UhlPCg2NA4WGThGxGNx/E+z4C7z5Hlj0smRXNGZH/vZ36m+7jbz3vY/8D7w/2eWIyAnW8vvf0/Cl/0fee99L/gc/QMvBDh781mZSM7xc/bGzyZoyzPjFJ38I//kMvOIbcN4t415rzeEOXv2Dx5mbm8mf3nMh6b4kBDmG0NoRYndjX0ei3W6HoqZAX5go0w0TxcebxQNFChNNHKHuCPt3tFBV0cS+bYcJdUVISfNSvDiXkvJ85i2ZTlrmBBuXZC1EevqHiEIdEEoIGPUE+7aP5nG4c+TrxqWkDxI+GunxMGEkX8ZJ171RxpcNhejeudPtRFRJd+XWvhdXjCFtwXzSly51wkRlS0lbsEBBeBE5YWKdnXRs3OiMHduwgUhDAxhD+tIlZK9ahX/lStLOOGNCvugrcjxZa4m2th7Vnch57CxtT0+/Y7zTpiWEiop6w0TxdZ6MjCQ9GxERERE5WVlrCRzudsJBtW5IqDZAT2cEAG+Kh7w5fgrmZlMwzwkJTZuRddxen4+2tdFVWdk7aqy7ciuxeBeh6dPdcJAzaiz9rLMm9M+84VAP+7dvpWrTM+zd/CzBw81gDDPnL6L0bKebkMaOTS4KDY0DhYZOIaFOuPPlcLgK3vlfKDgj2RWNWf0nPsGRv/6N4rt+R+by5ckuR0ROkI5nnqH27e/Af8klzP7RDwm09vDANzdjY5arP7acKfnDvAu6bhP88mVOWPK6u8b9j/xdoShX/+RJ6tu6+NsHLmZO7snxDu22TjdM1NA/UNTQ3veCeYbP2zvmLN6daGGhnznTMhUmSqJoJEbdrlaqK5qpqmyi80gIj8dQdPo0SsvzKSnLGz5UdzKLRQfvaDTc45HCSLHI6K5tPH3djnpDRUN1RhrscWKXJDeMpG5Ip5xoWxtd27b1CxJFjxwBwGRmknHmmU4noqVLySgrw1dYmOSKReRUEjpQR3CD002oc+PT2FAIT1YWWRdf7HQUuvQSUqZPT3aZIhOKtZbo4cNOmOjAgb7xZwm3eGfBOO/06b3diVJ7OxW5t1mzJuSYBhERERE5cay1dLSFaKxpp6k20NtJqDsYBsDjNUwv8lPgjhfLL84md1YWXq/n+Fw/GqVnz16ni5B7C1VXOxu9XtJPO80dM+Z2EZo9e8IHbIKtLVRtfoaqzc9Ss62CSE8PvrR0ipcuY/7ZKyhZdo7Gjk1iCg2NA4WGTjFH6uAXlznvjn/nOsg6uV4gjAaDVF91NUSjlPz5IbzZ2ckuSUTGWbi+nuprrsU7dSrz7r2HnlgqD3xrE93BMFd+ZDl5s/1DH9x9BH56CdgY3PIoZOaOa63WWj56XyUPbqnjVzedy2WnFYzr9U6EI51h9jS5480SAkWH2rt790n3eZif3zfeLN6daE5uJl6FiU4oG7M07GunqqKJqoomjjQ6oxcKS3IoLc+ntDyfqYUnR5AtKayFaMgNEgWOTxgp3DH663vTRjduLTF4NFw4yZepbkgTjLWWcG0tXVu3OkGiykq6X3wRws6LRCmFhX0jzZYuJeOsszQeSERGzUYidFVWEly/nuD6DfTsdtqwpxYXOyGhy1aRuXw5Rm3YRY6ZjcWINDf3jjqLdyvqvdXXY93/1+O8+XmkzioafATarFl40k7RgL+IiIjIJNXZHkoYMeYsO9ud4LnxGHJnZrkBoWzyi3PIK/Lj9R2fgBBA9MgR57Und8xY19atxIJBwOmimThmLGPJyfHak7WWxuq97N3kBIUaqtyxY3n5zD97BfOXr2D2mUtJ8U2w7vuSFAoNjQOFhk5BB56DO18Js8+FGx6ElJPrBcOuykr2vfl6cl7+cmZ965sTPu0qIscu1t1NzZuvJ1Rby7x774WZc3jo25tpO9TJaz9UzswFU4c+2Fq47yZ44a/wtn/C3PPGvd67Ntbw2Yee50NrFvLhKxaN+/WSqb07zO6GIHvc8WZOl6IAB4/0hYnSUpww0cLC/oGiuQoTnRDWWloOdlBd0URVRTNNtQEAcmdl9QaI8ub49f/oeIvFnOBQ7wi2Yw0jJYxyi4ZGvi4AZkBHo4GdkUYKJyV2T3LDSF794n28xXp66Hnhhb4g0dathPfvdzZ6PKQtXOgEicrLyFi6lNTSUox34oy9FJHkira1EXz8CYLr19Px2GNON7OUFDLPOQf/qpXO2LGSkmSXKTJp2FiMSFNTX4jowIG+8Wd19YTr6yHSv7NlSkFB/+5EsxPGn82cqaCfiIiIyATWHQzTGB8vVuN0EQq2ut37DUwrzKRgXk5vF6Hps/34Uo/f6zo2FiNUVUXnli1uF6FKQnv3Ohs9HtIWLXLGjC1b5nQRmjv3pHk9OBzqoXZbJVWbnqFq8zMEW1ucsWMLT2P+8hWUnr2CvDnFJ83zkRNHoaFxoNDQKWrrvfDAzXD2TfDq755070Jv/slPaPre95n19a8x5XWvS3Y5IjIOrLXUf+ITtP/1b8z+yY/JuPAS/vL9Chqq23nle5dSfOYIndKe+xX87cOw5gtwyUfGvd6K/W284adPccH86dx507mTdlxXoDvM7sYge9yuRLsaguxpDFLX1tW7T2o8TFTgZ1GhnwUF2Sws9FOcm0nKcWq5KkcLtHRTVdFEdUUT9bvbsBb8uWmUljkBopkLpuDRx//kEAkN0eHoWMNIQWCUvy95UwcZrzbE+LXRhpFOsp9DT4RISwtdW7fSHQ8SbdtGrL0dAE9WFulLlvR2JMpYupSU/PwkVywiJ4q1ltDevQTXryewfj1dWyogGsWbm4v/0kvxr1pF1kUXqiuvyARlo1EijY29oaJQXR3hAwmdig4ehGi07wBjnFDR7NlOZ6IiN1AU71Y0YwZG76YWEREROSF6uiJ948X2BWiqbae9ue9NtFMKMigozuntIpQ3J5vU9JTjWkM0EHBeK6pI6CLkvmbknTKl35ix9LOW4PVnHdfrj7dgy2GqNj/L3k1PU/v8ViKhHnzpGcwrW0bp8hWULjuHzClTk12mTHAKDY0DhYZOYQ//Lzz+bXjFN+C8W5JdzZjYaJSaG2+k54UXKXnoQVLnzEl2SSJynB3+9a9p/NrXyb/1Q0y7+V3866fb2Pf8Yf7nHWey8JzC4Q8+9DzcsQaKL4Tr/wSe8Q1CtHSEePX3H8PjMfztAxczNVPvBB0o2BNhT2OQXQ0B9rhdiXY1DAgTeT2U5mex0B1vFg8UzZuuMNHx1hUMsW9rM1UVzezf0UI0EiM9y8e8sjxKy/OZc8Y0UnzqZDJpxGIQ6Rp8vFpoQCBppDBS/HG0Z5QXN/2DR8ONWxsxnOTeTrIumqNhYzFC+2ro2lrpBIkqKunetau3U0HKrJlkLC3rG222eDGejIwkVy0ix0usp4fOZ551x46tJ1xXB0DaGWfgX7WS7FWrSF+yBDPOP/OKyPizkQiRhga3O1F9b7ei3lDRoUPOz25xHg8phYX4CgowqalOgMiXgknxYXw+TEqKc/P5ML4UiN9P3O5z1tG7b2q/9SZlkON8CedNSYEUHya1//XwevWubxERETlphbojNO8P9o0Zqw3Q1tDZuz17enpv96D84mwK5maTlnl8w9zO60H7+saMVWyhZ89eZ8qCMU536oRRY6kl8066n79sLEbjvir2bnqavZueobHa6ZKUk1/I/LNXULr8XGYvXqKxYzImCg2NA4WGTmGxGNzzFtj1T7j+fliwJtkVjUm4vp6q111JWmkpxXf9Tu+sEjmFdDz5JLXvvJnsyy9n1ne+w9rfvsCupxtY+ebTOOvSouEPDnXAz1dB9xF49xPgH9/uC9GY5cZfPcMz+1p44D0XclbRlHG93qmmww0Txceb7XaDRQda+8JEPq+hNM/PgkI/i9yuRIsK/RRPz8KnMNFLFuqOULu9herKJvZtO0yoK0JKmpfiM3MpKctn3pLpx/0XXpkEouGhx6sdFUYaOLZtkMehINjYyNcF8PiO7mg01Li14cJI8S5JvqxxD58ei1h3N907drgjzSrprtzqjDwB8HpJO20RGWVlTpiobCmp8+YpUCByEgk3NBJ8dAPB9RvoePJJbFcXJj2drAsuwL9qFf6Vl+KbMSPZZYrICWbDYcINjf2DRHV1RJoasaEwNhzGRiLOrfe+s55w//X9OhqNF19iOGmwENMg4aaUFCf4NDDcNFT4abhQ1FHhJjcUNeh6X98tJUXjYEVERCaRSChK84GgO2KsncbaAK0HO4jHC/zT0sifm93bRSi/OJsM//F/01o0GKR761Y6412EKrcSO3IEAE9OjvM6z7JyMsvLSV+6FK/ff9xrOBHCPd3UPl/J3k3PULX5WTrcsWOzFp5O6dkrmL/8XKZr7Ji8BAoNjQOFhk5xPQH45cvgyAG4eS3kLUx2RWPS/s9/Uvfhj5D33veQ/8EPJrscETkOQgcOsO/115BSUEDxH//Ak3+vZ+sjBzjvtaWc88p5I5/gofdCxR/grQ9B6apxrha++e8X+dEje/n665dw3blzx/16k0VnKMLexg52uUGieKBof2tn7y9rPq+hJC+LhW6QKL6cNz2L1BT9YfxYRCMx6na1UlXRTHVFE53tITxeQ9Fp0ygtz6ekLI+sKWnJLlMmI2sh3DVI+OglhJEi3SNfN87nBo2mzoVZy/pu+aeBZ+L8QSnS3ExXfKTZ1kq6t24j1tEBgCc7m4wlS0h3R5pllJWRkpub5IpFJM7GYnQ//zzB9RsIrl9P944dgNNJLHvVKvyrVpG5YgWe9PQkVyoipwobiznhofAgYaNwQtho4PpwGBtx18ePCw8SUhq4fuBx4dGFm3pDTol1hsMw3q/3G5MQYhrncNOwnZ36B64YbccnhcVFREQGFY3EOFznBITiXYRa6juwMedni4xsHwXzciiY29dFaDxeD7XWOl2EKiqdgNCWLfTs3t3XRWjB/AFdhEpO6v/fA4ebqdrshIRqt1USCYdIzchg3tLllJ69gpJl55CZozdky/Gh0NA4UGhoEmitgV+shoyp8M6HIWNasisak/pPfZojf/4zxb/9DZnnHPX9LyInkVhnJ/ve9GbCBw9Scv99VG6L8sxfqylbM4eLrlkwcrK88m548Ba49OOw+jPjXu9/dzRw82+f47pz5vD1a5aO+/UEukJR9jYFE8JEQXY3Bqht6QsTpXgM8/KyesebLXIDRSV5ChONhY1ZGva1U7WliaqKJo40dYGBGSU5lJTnU1qez9SCzGSXKXLsopH+AaORwkg9ATi8Fw5WOI8BfJkws8wNES13lrmlE6YzkY3FCFVVuSGirXRVVtKza1fvWBPf7Nl9I82WumPN0hQMFDlRosEgHU88SXDDBoKPPkq0uRk8HjKWLcO/ciX+VStJW7hQ7648Fh2H4eAWqK+Ag5VwaCt402D6fPe2AHLdZfYM0MdY5KRjo9GEwFKof7gpIZhEZBShqKNCTIlBpSHCTZGI091pkM5Ogx/nhp3c8NO483j6h41Shwg3DQw/JXaF8sVDSglj60YRiuoLN40w7m6ILlT4fPq/T0REjotYNEbLwQ43IOR0EWquCxKLOC8kp2WlON2D5mY7QaHibLKmpo3L/0Oxjg66tm1zA0IVdFVWEm1rA9w3ei1d6gSEli0jY+kSvDk5x72GE8nGYjRU7WHv5meo2vQsjfucsWNTCgrdbkLnMXvxmXhTTp4O993hKLsbguw4eIQd9e28cDBAZzjC3z5wSbJLkwEUGhoHCg1NEjVPwW9eA/Muguv/BN6UZFc0atFgB9VXX42NhCl96KGT/j9SkcnKWkvdRz5C4N//Yc7PfkZVpJjH7tnN6efPYPVbz8B4RvhBvXk3/Gyl88fbG/867v+O7Wvu4DU/fJx507O4790XkO6bOJ0mJqPucJQ9jUH2NPYFivY0Bqk53IH7JhG8HsO86ZksKsxmYYGfBYVOoKgkL4u0FH3+hmOtpeVgB9UVTVRVNNNUGwAgd1YWpW6AKG+Of9K+sGutxVpnSQws7uOYBdt/u425+yWuj1k39Na3vfd8A47rtz5mcQ47evuI16fvMYMcZ+2A9TH6HePsO2C/WP/z9NZFwsdm4LWshdgg6yz9rz3IcX3rhz7uqBqHW2+H/ljG16dmppCTm0a2P0SOt5HsSBU5nZVkH9lIVuwgxlhIy3H+Lypa3teRaGrxhPmDdKyzk+7t2xM6Em0lcuiQs9HnI/3003uDRBlLl+IrVjtokeMpVFNDcP16ghs20PHscxAO48nJwX/JJfhXrSTr4otJmXZyvZEn6Tqa3XBQQkjoyP6+7dPmOf8ux6JO+LOlCqI9fdt9WTC91AkQJYaJps+HTHVkE5Hjz1oLvaGncP9A0UjhptF2dho2FDVMZ6eIG8IKHx14it/nRISe4iEiN0iUMnMGafMXkDZ/PmkLnaVvzhyNkRMRkV6xmKXtUCeNte29AaGm/UGiYedFrdR0L/nueLH4mLHs6enj8pqHtZZwbS1dFRXuqLFKenbu7H0TV+r8+WSUl5FR7owaS50//6TuIhQX7u6mZlsFezc9Q/WWZ+loa8UYD7NOO53S5SuYf/YKcovmnBSvMx0O9rDjYDsvHGxnR307Ow62s7epg6j7x4bMVC9nzMzhzFk5fPE1Z+IZ6e9XckIpNDQOFBqaRDb/Dv7yflhxC7zyG8muZky6tm5l35uvJ+d/rmDW7befFP/hiEh/zb/4BU23f5uCj91G81mv4uE7d1BSlsfL33UWHu8IPzCHu+GOy6G9Dt79OEwpGtdau0JRrvrxExxq7+av77+YObnqtjJRdYejVDV1sLsxwO4GJ1C0pzHIvgFhouLpmSws8LOoMJsF7rIkL0thsCG0H+6iuqKZqoomDu5pw1rIzk1n7lnT8aV5Rx0Q6RfwGHNAhNEFQRJDMkOFWoYJjgx23MDnJwkMGGMwCct+6zxm0H0GWz/wOOdcRx832P4Msn2o9YPWPOC4+H49HWHaD3fTfribrvZQv6fu8UJ2VoTs1FZy7H6yQzvJ8Rwk29tITlaYzDklmCI3RFS0HLJnTpggUbih0R1n5gaJnn8e29kJgHfKFNKXLu3rSLRkiQINImNgw2E6N212ugmtX0+ouhqA1AXznbFjK1eSsWyZ03lBRhZscjq+1Vf0LdsP9G2fVgKzymFmubssO7qbcizq/N5weI8TIjq8172/B9pqwUb79s2YNiBMFO9SVApp/nF+siIiE5O1dpDOTm7waTSdncYaiuoJEa6ro2fPnr6wO2BSU0ktLSVtwQLSFswndf580hYsIHXOHP2/KiJyirMxy5GmLicgtM8ZM9a0P0ikx/lZPiXNS/4cf284qKA4hyn5GSO/MfkYxTo76Xr+eaeDUIXbRailBQBPVpbzxqz4qLGlS/FOnToudSRDe3MTVZufpWrT09Ru30o0HCY1I5N55Wczf/m5zCs/e0KPHYvFLPsOd7DDDQe9cNAJCDW0973RZOaUdM6YmcPimTksnpXDGTNzKM7NVFBoAlNoaBwoNDTJ/Psz8NQP4dXfgXPenuxqxqT5pz+j6bvfZeZXv8rUq65MdjkiMgbBxx5j/7tuIecVryB00yf550+fZ9bCKbz6/WWkjCa08ffb4NlfwJvvhUUvG9darbV89N5KHqyo486bzmXVaQXjej0ZH93hKNXNHe6IMzdQ1Big5nBn77sFPAaKp2exsMDPwsK+QNH8fL/CRAm6AiH2bWumqqKZ+l2txGJ2zAGRoYIgyQyI9FuPAc/ogi7Gk3AdBjwerp74ftB7/6gAzWBBFg84T9U5BwOOG/T68X0Zah+TUMOA68PQtZi+5zAZhENRgi1OgChwuJvA4S4nUNTs3O8K9H8HtsdEyPY0Oh2KvI3kZHSQXZBNzuxZZJcuInNBOSZnYvyfYqNRevbspWtrJV2VlXRXbqVnzx7iKTlf8Vwylpa5rbPLSD/tNExqapKrFpk4Ii0tBB99lOD6DXQ8/jixYBDj85F53nn4V63Cv2olqbNnJ7vMiS/Y2D8cdLDCCfvE5c7vHxCasdQZu/5SRELQVpMQKHLDRC1V/a8NTvgzHiCKB4umz3c6G6Vo1KOIyHiIBoOE9u6lZ88eeva4y717iNQf7N3H+HyklpQ4AaIF891QkRsm8p08I1BERMRhrSVwuNsdMeZ2EaoNEOqKAOD1ecib7e8dL1YwN4epM8Yv0GGtJXzgQN+YsYoKunfuhKgTWEqdN69vzFh5OWkL5p9SnfFsLMahvbup2vwMezc9Q1ON88aYqYUzKT17BaXLz2X2GRNz7FhnKMKLhwL9ugftPBSgM+R87rwew8ICP4tnOsGgeEAoN0uveZ1sFBoaBwoNTTKxKPzhDVC1Hm54EEouTXZFo2ajUWpvehvd27dT8uADpBYXJ7skERmF0L59VL/hOnxFRaR+6Sf87WcvkDsziys/vIzUjFG8M2zHn+Het8IF74eXfXnc6/3dxho+99Dz3Hr5Qm69fNG4X09OrJ6IGyZqcMNEjUF2Nwapbu7oFyaam5vJQnfM2cJCPwsLnECRwkQiEhcORd0wUV+gKNDUQfuhVgKtIbq6+/8f5yVEtq+VbH+Y7Onp5MzKI6d4Htkzp5M9PZ3MnNSkhrKiwQ66n3/eGWu21QkSRZqaAOdd3ulnnEF62VInTFS2FN/s2ZMqRCaTm7WWnp07nbFjj6yna+tWsJaU/Hz8q1biX7WKrPPPx5OVlexSJ67Aob7RYvGQUKC+b/v0BQndg8ph5lJIP8HvVg11OOGh3jDRXmhx73ce7tvPeGDq3IQxZwv6xp9NmeO0phMRkeMqGuwgVLW3X5AotGcv4bqEwKfPR9q8eX1BovkLSFu4gNS5cxUmEhGZIKy1dLT19AaEmmoCNNYE6O5w3pjl8RryZvsTxoxlM21mFt6RJhW8BLHubuf1kIoKOre4XYSam516MjOd7szuqLGMsrJTsjtzqLuLmq1bnI5Cm5+l80gbztixM5h/9gpKl68gt2jivA5kraUp0MP2Ad2Dqps7ervGZ6en9OsetHhmjl7fP4UoNDQOFBqahLqPwB1XQEcj3LzOedfcSSJ88CBVV15FanEx835/l37hE5ngosEO9r3xOqLNh/H/8C7+ftcBMqekcfVty8nIHkV6u7UGfnqJ847et/8bUsY38b2ltpU3/OwpLl6Qxy9vPFftJyeRUCTGvsMd7HK7EsXHnVU3dxBxw0QmHiYq8PcGihYVZjM/309Gqn7ZEJH+wj1OqKj9UAuBfdUE6g7R3tRBoN3Q3jOFbtv/j+Feb4zsKR5yCnKcDkXT08l2bznTM8jI9p3QF2estUQOHXLGmcWDRM9vx3Z3O/Xm5pKxZElfkGjpErw5OSesPpHxFuvqomPjRoLrNxDcsKF3XEr6kiVOUGjlKtIXn4HxjN+L1yet9oNHjxgLxsfNGCdcM7CDUPro/v2wMUtXMExHW49zOxJfhohGYk7HvGG65Q3fyW+Y7n3hLkxXK6arGdPZjOlqho4mTGcTJtKNMTHAYjweTOZ08BdgsvMx/gJMdgEmZwakT3E7+Q281iBdB4fogogZqtvgEM9zsE6PDNFxcJR1iJzs+sYou6OJB44qjg3Y3m/kccKY40HGKA+6foRRyP3rGOT8A8cy20HOO1INiecfboyze87YgLHTw46ajg22fei6YwPP4W73eA0pPg9enwdvihdvSsJjn5eUlPg2g9fnIcXnxevz4ImGsa3NxBoPEWuoJ3bwANEDtcQO1eGJhfHEIng8lrSimWSUziNj/jwyFi0gbf58UouL1U1TRGScdbaHaNzX7nQQqnUCQvFx8MZjyJ2V1TterKA4m+mz/Hh94/c7lrWWcF2900XIvXW/+CJEnK5GvuK5ZMbHjC1bRtrChadUF6FE7U2N7N38DFWbn2X/85VEIxHSMrOYV7ac+WevYN6yc8jwZye7TCLRGFXNHf26B+2ob+dwR6h3n9nTMvp1D1o8M4fZ0zL0+8spTKGhcaDQ0CR1eC/csQayCuCdD4/6BbqJoP1f/6bu1luZfsstFHz41mSXIyJDsLEYBz74QYKPrGfqd37OP/8bxZvi4eqPnU12bvrIJ4iG4Vcvh+ZdcMujkFsyrvUeDvbw6h88jtdj+NsHLmZqpl44EidMVHPYGXO2K96ZqCFAdXMH4WhfmGj2tAwWFWSzoNDPooJsFhb6WVDgJzN1FN20RGTy6WolVFNBYPcLBGr3E2hooz3oIxAtoD1aQMDOpDvav2NJis/TL0Q08P6JCBXZSISe3budIFFlJV1btxKqquoda5ZaUkJGmdOJKH3pUtIXLVLIX04q4fp6ghs2EFi/ns6NT2N7evBkZpJ10UXO2LFLLyElPz/ZZU4c1kLg4NEjxoIN7g4G8hYe3UEo7egXnq219HRGEoJAob5AkBsK6jzSQ+eRELHYgNcADWT4faSkehP+MJ3wR/CBf0iPDfzD+tF/bJehDTZiFnfE6WDjXQfuOzCkdPTY2kHOP1hYCgYJPw1yjt7xq8OHpXqfh+l7LowwAte4bzLpF8oaLqw2SIhr0DqGOKbva7V/eCM2MORy1Nf44KGXob4vEoMtQ4ZHEgIm/QMi/WsYKmCCtcPW3e/YfuccRd3ux2SoGifz9/hR454HG+PsBik9g3w/D/49O+B7a5hRzcOdIxazRMNRIuEY0XCMaCTm3I+4j8MxIpEYschL/wSaWMQJFNkoXmOdgFJaCikZqaRkppPiz3Aex4NKPg8pKR487rJ3nc+DtzfM5OkNOaXEg08+07s9HnJKSfHgSTH6I6aInJK6gqHezkGNNe001QYItvY4Gw1Mm5FFYXF2bxehvNl+Usb5jZixnh66t2/vHTPWWbGFaJPTRchkZJCxZIkTECovJ6O8jJTc3HGtJ5lisSiH9vSNHWuu3QfA1Bkz3W5C51F0+mK8Kcl7PTvQHebFQ4F+3YN2HgrQE4kBkOr1sLDQ36970Okzc5iSodeeJhuFhsaBQkOTWPWj8LurYP5qeNPdJ1UL7frPfIYjDzzI3N/8mqwVK5JdjogMounHP6b5+z8g+6OfZV11CeFQlKtvW860GaMc2/Cfz8GT34drfw1nXjWutUZjlrf+6mme3dfKA++5kLOKTvAoBDnphKNumKgh2Bso2tMYpKqpg1A01rvf7GkZLHK7Ei1wOxMtKPCTlaYwkYgM0NEM9Vt6b6H92wkcsU6QKFZIIO102j0lBCJ5tHem09PV/3fgeKgoJ+/oQFHO9HTS/eMTKooGAnRv2+Z0I3K7EkUPO2N8TFoa6WeeScbSpWSULSVj6VJSZs3SH0lkwrDRKF2VlU43ofXr6dm1CwDf3Ln4V60ke9UqMs45B4+6EDhphfb6ozsIdTQ6240H8hb1DwjNOAvSsgl1R+g8EuoNBAXbeuiMh4ISOwWFY0ddNi0zhaypac5tSipZU9ISHqeRNTWVjJzU4z6uYNCOIAzegaRf8CjeUQPn68u2H8S21EDbfmxrLbatFtu2H9oPOcdgsBhIm4LNmYudMhub49zIKcL6Z/1/9t47Po6zwP9/z/YurepKclVxjytxSUiDBI4aCAkQegKhl/vewXH3O+7gDrjKVVog9BogoYTABZKQHjvNLS6yreKmrtVK29vM8/tjtmtlS7ZWku3n/Xrta2dnZmeetaXV7sx7Ph+EyXbWcUxKJMlKJZSMawqZqty6U2170ja0M42jzHOyEgflU0vKpatQ8LrLimClQsqk11JuP5nllJdPyr2Wov0WbvsCJyd4lEm3yqVjlSRylQompTJIqSgyPcGkjFySfa6hzHNLZa8yY5ty7KXSSuk2yo3dUP51TiXGZFO7DGf4ty2XbKY/Lk0TKy/kGDLjpnR8U/yfXgwITegiUVYqSk2eVlPFwlHRdCxJcnSMhH+c1NgEqWCYVChKOpZEM5jQDGY0gxlhcyCsDjSzFWG0oGJE1UBN63Lc+WIsEZKM5snyUel06bpTSUtF65kK1i14nPvZkUgkFyUiI+cKVaBlb5pAU7X848J5Wn6eUAWqqiG0wnVKnlswT01pjA1EGT4RJOSP58ZQ3eigfok7lyJUt9iFxVb546GpgQFie/YQ3buX2N59xA8fhpRefWZevDgnB9k3bsS2ciXKPAoyc0EyFuXE/r10v/AsPXueIxacQDEYaFm1htbNW2nbspWa5kVzPi4hBP0TcQ4XJAcdHgxywh/NreN1mFnT7GG1LyMINXtoq3dhrmBVneTCQUpDFUBKQ5c4z30bfvcXsOOj8Movzvdopo0WidB705vQEglaf/NrjFXyBL9EspAI/elPnP7wR7C97mZ2ul5DOJDgDf9vEw1Lp5lqduxB+PHNsOU2eN1/V3SsAP/2QCdfe7Sbf3vTet58+eKK709y8ZJWNU6MRTmWqTk7mkkmKpWJWqrtdDTmJaLsvUvKRBKJpJDgQIFItFu/j+pCThIPoertBF2bCVlWEBTNhKIOgmMJQv44iWi6aFMmiwF3rR1PnQ1PjQ13Viiq0wUjm3N2pKJs1Hd8/76cRBQ/dAiR0K8uNNbV6RJRRiSyXXYZRpfrvPcrkUwXdWKC8JNPEn7sMSKPP4E6Pg4mE47Nm/U0oWuvxbJ82aV9Ik0ICPZNThCKjOjLFQPUrUT1bSbi2UzEuZqIcTGRsFIgAunJQOHxBKm4OmkXJqsRV0YEcmREIFe1FUeVJS8EVVkqfuXxvJFOQuA4jHWDvytz69Zvof7idd3Nel1zbZte7VbbDjVt4F1W8fpmyfQoVyU1KcUqK3oxdf1UaSoQUCQ+TU5rmUIeOYPAUk6QkUgkoMXjJI8fJ3Gsi0R3F8nubhLHukiePIneqQYYDFgWL8bU3oG5tR3TsjaMS5ZhaFqkC0dpkZGX1OKUpBJ5qVRwyqYo5aazywqfV7idtHbeiVmKwjQEI2NGTFIm18Rl5mcTlEqlpdzjKaQlo0kXlySS+SKbjlcoy+SFGF2OEZOWFcg1ZUQaoZVZ74zPFYjs8wvX1yZvV81sY3pjmh25cSZ46mzUL/FkBCE9Schqr/wxTi2Z1FOE9u7LVY2lh/TUU8Vmw7ZurV41tmkT9g0bMNXVVXxMC4GJ4aFcmtDpQy/qtWNOJ8s3voTWzZezbOOWOa0dS6Y1uobDHBoIFlWMTcRSuXWW1TpyyUFrmvWaMZ/HJj+rSqZESkMVQEpDEn73SXjuLrjxq7DpHfM9mmkTe/EAx2+9FffLX07Lf/+X/OMhkSwQEj09HL/lzRhaV7B305/j74/yuo9voGWFd3obCA7AnVeCywd3PAxme0XH+8eDg7z/hy9w69bF/PNN6yu6L8mlS1rVODkWzdWb6elEYbpHwiTTeZmoucpGRyaZaEWjXnfW0eDCbZv/iNWUluL4xHEMigGr0YrNZMNmtGE1WTEb5n98EsklgRAwcQr6dhfIRHshMaEvN9nAtx6aN5Go3UzIvpaQ1kBwLEnIHyc4GiM0Fi8rFZmtxlwqkbsgoSibWGR1ms7587ZIpYgfOUps/z7i+3SZKHn8uL5QUbC2t2Fbvx77er3azNreftFf7SeZO4QQJHt6CD/6KOFHHyO6ezeoKkavF9fVV+G69lqcV16J0XPhVHbPKtn3lQJBSOt/kVg4RVirJaLVEnWsJmLtIGJsIaLWEIlbiEykiUdSkzZnMCkZ4UdPAconAmWSgjKPLXNwEuGCJRmBsZ4CmahgOjaWX08xQPXSEpmoVb+vWnRBpUlLJBLJQkVLJkn29pLoyotEie5ukidOgJqRYg0GzIsXYW1rx9rejrW9DUtbG9bWVgz22T+mJYQuBZSmKBUJSYUi0iT5SEXNCU4ZyalAWjpritMs1cQZjEpxYtIUglFpTZyxdHmRtGTMSU75mjh92lAgOcmauOlRnDRTRm4pmScy66lqQcLNNEUacaY0m4L96yk4+X1NHtPk7eaEm5LtzjWKAgajAcWoYDQqGIx6cp3BqGAwKBiMBn0697hgnqFw/YL1Cp9ryM/L7qNo/YLl5bZrzMxTzrDd3HMn7Wtukl9SQ0N6zdiePcT27tUvUMqmCLW0FNSMbcS2auUlU5euaSoDx47Ss/tZel54ltFTJwDwNrXQumUrbZsvp3nl3NSOTURTenJQgRzUNRwilfmds5oMrGrKyEFNbtY0e1jp88zZhbQpLUU0FSWSihBJRYim9ensvHKPzQYzf7/j7+dkfJLpI6WhCiClIQlqGn78Jjj+FLznfliyfb5HNG1G77qLkf/4T5q++AWq3/Sm+R6ORHLJo4ZCHL/lzaTCUTpf96/0n4jxqg+sY/mG+ultQFPhBzdC3wvw/segfkVFx9s7GuH1X36SZXVOfvHBHdjM8sC6ZG5RNaHLRBmRKHvfNRzOdTUDNBXIRB0NLn260YWngjKREILeiV52DuxkV/8unht6jkgqUnZdo2LMiURWo3WSVGQz2qZcXjrParTmn5fdRskyk+Hc5QWJ5KJD0yDQm5eI+nbDwD7I/r5aXNC0AZo35W81rSRiaUJjcYKjukQU9Mcy93FCozGSJckgZptxSqHIXWvD6pjZ76U6MUFs/4vE9u/T04j27dcTXwDFbse+di22DXmRyOzzzda/mOQSQEsmiT77nC4KPfYYqVOnALCuWoXrmmtwXXsN9vXrUYyX1mc/oWnE+44T6TlI5GQvkaEhIv4QkbidiOYlotUSEfXE0m69MqsARQGHxzKpGqwwJchZZT0vwVAyDaJjBUJRQUrRWA8kw/n1jFaoWZ6Ridr0ZKLstKtR/w+VSCQSyTmjJZMkjx8vEokSXV26TJTOyPmKgnnRomKRqL0Da+tyDA7H/L6A8yRbE3cmaal0eZF8NG3BqWQf2XWT6qzUQ55z9dsMa+IMRqV8JVTBvJwEc4bkmyJBJ1sNpZUKOlPLPVmB5oyCTsEYzjfRasYoTBZoSkSXrGSTF2LKSzCF21CMCkZDVoYps11DsYSjCzSZ9Q1TCDqT1jcUS0Cl+zLoyyTTRySTxA8fJrZ3b65qLD0wAIBisWBbt04XhDZtxL5hA+aGhnke8dySiEY5sX83Pbufo2f3c8RCQRSDgUWr1tK6ZSutm7dS09xSsf0LITg1FuPQwASHBkJ6vdhAkL7xWG6dOpe1KD1oTZObZbVOTDOQzJJqUhd40pGczFP4OJKKEEvH8hJQKpoTf7LST6EklNImX/hSDoNiwGly4jA7aHA08JPX/GTG/0aSyiKloQogpSEJALEA3PVyiE/A+x+B6iXzPaJpITSNk7fdTuzFF2n95b1Yli2b7yFJJJcsQtM4/aEPE3xqJ73v+DInjqd5+XtWs2p70/Q38ui/wKP/DDd+DTa9vXKDBaLJNDd97WkGg3Hu/9hLWeS9sA/YSC4uVE1wOhDl6FCYY8MhuobCHB0O0TUcJp7Ky0Q+j42ORhcdDe5M3ZmL9gY3VfZzk4lGY6M8M/AMO/t3smtgF0NRPdJ3sXsxO5p2sKlxE0bFSDwdJ6EmSKiJ3HRcjZNI6/el86ZarorJdSXTIZt2ZDfZpxSOzra8UFgqlZsKl0tJSXJBoqkweixfada/BwZfhHRcX26rgqaN0LI5LxJVLS46iZyIpnSBKJtQlBWKMoJRad2QxWacUijy1NmwOs78viSEIHXqVK7SLLZ/H4lDh3NXDZoaGrBvWI99wwY9lWjtWgxO56z+s0kubFLDw0Qef5zwY48RfuppRDSKYrXi3LED17XX4LrmGsxNM/hcegEhhCAZV4mM69Vg0XG9FiwyNEp02E8kECUSUYgkHGhMvoLTZlNxVplx1npweu35ZKCCdCC72yJrRBYyQkB4qEQm6tbrz8Z6QE3m17W4SkSi9nz9mX2a6bASiUQyA6KpKP64H38sc4sX34/Fx7AarXhtXmpsNUU3r81Lra2WGnsNDpNjwX8vE8kkyZMnSXR1kejKiETdXSSOn4DM51oUBXNLC9a2NiztGZGoPZNMJD/fThtN1VDThYlLaoFsJCbVxKVTGlq6TE1cNj1pBjVx2en5oCgdJiOmFAk0UybR5KWbnBBzFkHnjEk4Uzw3n3BTLjXnLAk38rPmJU1qeFivGNuj14zFDx5EJPXPsKbmJr1mLJcitArFcunV9E4MD9L9wrP07H6OUwdfRFPT2Jwulm3cQtuWrSzbuAWbc/br3+MplWNDYV0QyqQHdQ6ECCV0SdagQGu9i9U+Nyua7LQ2mFlUq2CzpCdJO2d8nJ4sBaW19FlGp2NUjDjMDpxmZ072cZgdOE1OnOYzPy73PJtRVqMtdKQ0VAGkNLSwGI8kCUSTLK+f/Tf2szJyFL51PVQvhtv/ANZ5GMM5kBocpOfGN2BZvJhlP/nxJflhQSJZCAz/z/8w+vU7OfnWL9E9aOelt3Sw4eWLp7+B3ifgB6+Hy94Mb7yzole/CiH4i5/v49d7+/jebVu5ZsU0k5AkknlG0wSnAzGODYfyQtFwmGNDYWKp/An8BrdVrzfL1Jx1NLpY0eCmquSkfSwdY/fQbnb272TnwE6OBo4CUGWtYptvGzuad7C9aTuL3Isq8npSWionEiXURJFUNJVwlBWVSudNZ3laTO+LZim5SrYyyUmFktKZlpcKSWWXZ+7NBrP8YiqZfdQUDB8uqDXbDUMHIXsAxlFXnEbUshnc5dN9hBAkomlCBRJRVigK+WMER+OkEiVSkd1UVijSpSI71jJVRVoySeLw4QKRaD+pkyf1hQYD1o4O7OvXY9+wHtv69Vjb2i655JhLGaFpxA8eyqUJxQ8cAMDU1JSThJzbtlWkFmQuSSVVohMJIuPJnBSk32ceZ+alk5NPXFmUCE7DGE5jAKdT04WghlqcLUtwLm3DUevC6bFiNM9NnYBkntBUvYLO350XisYy9+MnQRT87Dhqi1OJstVnNa1gkSeyJRKJjhCCaDpaLADF/IzGR8uKQbF0rOx2qqxVuhBkqyGpJRmLjTEWHyOajpZd32KwUGMvkYky0+VkI7tp4XwGEKlURibqJtF1TE8o6uom2dubk+QBzM3NeZGorQ1rRzuW1jaMLvkevNCYSU2cpmpnTMIpTKwxZKqeihNr8kk18liB5GJApFLEOztzglBs715S/f0AKGYztrVr81VjmzZibmyc5xHPD5qmMnD0CN2Z2jH/af14SE3zokzt2FaaV67GcI7HQYQQJNREkbzTHxznyPAI3f4xToyN0Tcxzmg0hFASKIYEZnMSl13DYUtjNqVQjAnSIk4s8/zpHns1Kaa8rJOVeEwFj02O4uVneWwxWOT74yWGlIYqgJSGFhZ/+7kn0CZSfPhTl7O42T33A+h6GH58M6x4FbzlR2C4MA4eBv/4R/o+/glq77iDhr/8i/kejkRyyRH8wx/p+8QnOPWqT3MstoSXvHoZ217fOv0NREbh61fqsuL7H6u4tPjDncf5u98c5C9uWMHHX95R0X1JJHOBpgn6xnWZ6NhQmKNDYbqG9aqzaDJ/4r7ObWaxbwyrq5uw4RB9scOkRQqzwcymhk3saN7BjqYdrKpZhdFw8Z14T2vpKaWiSYlJ2XUKlpWul5ueYvl0r4YpRUHJpyAVVLSVq3qbyfKp0pikpHQJk4rD8MFMrVlGJho5nD+B7G7KSEQFiUTO2rNutlAqCmYkopxQlEksSpdIRVaHLhW5ayYLRZ5aG5aMVJQOBIjv358XiV58EW1iAgCD06lHlBeIRJdaRPnFjhqOENn5tC4KPf446sgoKAr2jRtxXXstrmuvwbpixQXxnqaqGtGJQhEoWZwSNJEkOpEgEZ38t8RoUnA60zhNIZwM4Uz14hQDuiBkCuJsqMG5eDnmxZdB80ZoWAtm29y/SMnCJ52AwImCmrMCsSg0ULyuuzkvEeWkonaoXgomefGWRHKhI4QgnAqXTQLyx/2MxkYZi43l5sXV+KRtKChUW6uptdfm0oHq7HXU2mpz8wqXmQ3lkyjj6TiBeICx+Fjuln3sj/snLUuoibLbsZvsZWWi0nnZm9lYufrvqRDpNMmTp0h0d5EsTCfq6SmSiUxNTXrNWUYksrbpdWdG9zycP5BIJJIZkh4dzclB0b17ib94AJHQ37tNjY3YN23CvnEDjo0bsa5Zg+ESDgZIRCMc37eHnheeoWfvC8RDQQxGI4tWr6V181ZaNqzHVOs5aw3XdB5HUlG0aabAGxUzDpMDt8U5I5knKwKVSkEW46X7fyyZHaQ0VAGkNLSweOCXRzn6x1OkjQqvft86Vm2ah4Pcu+6EBz4NV/0lvPzv537/58jA3/094/fcw5Lvfhfn9m3zPRyJ5JIhfvQox996K33rbqbTsY3LrmnhqrfO4GSNpsFP3gy9j8P7HoKm9RUd7+6TAd7yjZ1c1VHPt971ElmzILmo0TTB7v5u/tDzBM8P7+JEZD8pwgCocR9qpIN0pINqw0pW1Nfo9WaNblY0uOhodFPjlF/gzodCSWmquraYGsvPO4+qt9mSlErlokL5aDrLS5OXitKYDFYsRitmg/5zpQkQCITQW1UEQp8nBALdW8ku17LzCpcXzT/DdkR2GyXby3yFzE4LoMpuprnahtV08Ulz0yYZ1avMCqvNRo+h/wsBVUugpSCRqGkj2KtntAshBIlImqA/U3s2mhGKxuK5GrSppKJSochdY8UaHkY7ciAnEsU7OyGt/z6Ympqwb9iQF4nWrLngk2cuNZInTxJ+9DHCjz5K9LnnEKkUBrcb11UvxXXttTivugqTd+FUKmmaIBZKlghBBelAmcexUGrScw0GBUemDsxZbcXpseC0RnCqp3HGj+EM7cMZeBZLckAP5TSYoXEtNG3Q5aCmjfpjk3WuX/a8kVI1BifinA7EUDWB3WLEkbnp0ybsZiNG+Zl/5iTCerVZqUzk74bYWH49xahX3JdWndW2g2fRBXMxmkRyMSKEIJQKMRobnZQKNBYfKxaCppBvFBQ91adE+qm1104Sgrw2LybD5PTISr/GWDpWViYqlI0Kb1N9b3Kb3dTYa/BaM2JRZrrWXqvPs+cFo2prdUVfq0inSZ0+XVRzluju1mWiRP7/yeTz6SJRe7ueUNTWjrW9DaPHU7GxSSQSyZkQ6TTxI0eKU4ROn9YXms3Y1qwuqhq7WCukIf83Kiv3ZKWd0sehkWHiR06jHhvG0BdE0SBtVZhoNjLUrHK6NkpQ0SUhTUyvGtFisORkHbvRAcKKqlqIJ0yEY0YmIgZSaQtoVhRhpcHlYUm1l9baWlbU17LaV0+zpzon/syHWCuRnAkpDVUAKQ0tPP7vqZM8+5Oj1KkG1l7Twkvf1I7JMocnLoSA334Cdn8fbvoWrL9l7vZ9HmjRKL1vuhktGmX5r3+1oA4cSyQXK+r4OL23vJlT9jUcan49HZc3csNta2bWQf3U/8KDfwev/hJsvaNygwVGwwle+79PYjYp3P/RqyZVNUkkFwMTiQmeG3wuVzl2KnQKgAZHAzuadrCjeQfbfNtIJJ0cG9KTibJ1Z13DYcKJ/AHUOpeF9gYXHQ1uVjS6WFbnxGQwFIkek6QNCgSNScuKBY3C52ja5Hmlokd2e5pWLI1A6VgK52cFkrxMQnY7JeMiO11m+1rhWDPbIzfu4rFSZiyZ1afeTuHrE+X+Hcr9u5W+BhVNJNGUJKqWQlNSaCQQpNBIZm4phJLMzRNKSp/OzBNKEkjp8zM3svMMKSAFhhQoKVCmdzVSKUIoIEygmRHCnLk3gTAjNHPmPvvYAsKUm19+3dL74uUIEzCzk8UNbiuLvHYWeR20eO256UVeOy3VdmzmS0wqigdhYF9xtVngeH55TVtxrZlv/XmlBgohiEdSOaEoKxdlhaKQPzapisnqNOWFoioTtuQ4Fv8JzCcOoxx4DnG6V1/RaMS6coUuEa3fgH3DeizLl6PIk9oLBpFKEd2zJycKJXt6ALC0tuppQtdcg2PzJhTz3H6OyyZoFSUDldSFRSf0e6GVHKNSwOHOyEBVFhzVVpxV+nReEDJjT5xCGcr8rg3s02+JoL4NoyUjCG3MC0INay76hJdkWmNgIsbpQIy+QIzTgSinA7HMLcpgME7pP3c5rCZDRiYy5cQiu9k4eZ7FiMNsKpCOsvNNUz7HbLwE3z+iY7o8lK05y8pE/m5IRfLrGa16tVmhSFTbrv/dcDVUtJJaIrlYEUIQTAaLhJ+p0oH8MT8prYykqhiosdWUTQAqus/IMhdTCm1WpMrJRLExxhJjuWq03PzMvEAiMOUJ2mpr9ZTJRaXzq6xVGJTz/3shVFWXibq7SRzryiQUdZPo6UHE8+lPpoaGYpEok05krKo67zFIJBJJFpFOk/b7iR88mJeEDhxAxPRaSlN9fUHN2CZsa9dgsC7cCxw0oRFPx3NpPJG0LvbkEnrO9DhdIAUVPBZM/rKiaFA/bmXxsJ3Fw3aqw/p3upBbxd+sEF5iQ21y4rA6cZqmqO8yO3Ca8qk/DpO+PJYw0TuS5shglEMDQQ4PBOkdjeQunHPbTKxp8rC6ycOaZg9rmjx0NLou7YvnJBckUhqqAFIaWpj89Onj/PFnR3lJwoTX5+CG29dSv2QO40bTSfjhG+D083Db72HRpN+7BUns4EGOv/VW3NdeS8v//s8FEUsvkVyoCFXl1Ps/QG93goOrb2Pxmlpe/eHLMM7koPmp5+C7fwYrXw1v/kFFDxqnVY13fedZXjgR4N4PXcG6FnmgRHJxkFJT7B3Zy87+newa2MVB/0E0oeEwOdjq28r25u3saNrB8qrlZ/27KIRgMBjn6FC4SCg6NhQmlDi3FJuFikEBRVFQAIOigJKZh4Ki6PMUyMzX52XXVTIL9G3oz8luD/QL6qfcDuTmU7C94nUz20PfZnZcZceoULydM42xYFz5156fVspsQylaXvgaFEBDKxGSNJKomceqyMwTSdIk0YS+TBWZW2Y6LbL3iZLH2VsiM2/yCY/poKBgUiyYDRZMBiuWzL05M20x2DAbLJgN+tVVqZSVWNxMOG5iImwkEDaSTtkQmg2h6ve1DjeLvU5dIioQihZV648dlrm9wnpeiI7BwF7oyyYS7YVg5upBFKhfWVxr5lsH5tlJ+BFCEA+n9Kqz0clCUcgfJ50qPrljcxhxWlVs6XGs4/2YTx/FOtGPLT6Gw5zEvXYFtgKRyFR79ho2yeyRDgSIPPGEXjv2xJNooRCYzTgvvzxXO2ZZsqRi+0/G07lkoHBGBIpm6sLySUFJ1PTkk4ZWp0kXgDJCUG46KwZVW7B7LMWfkTVNly369+q/R/17YXB/gSBk1QWhrBzUvBHqV1+UglAirTIwHs9JQH3jeSHodCDGYDBO4SE/gwJNVfZioTPz3ms2Gogm08SSKtGkSjSlEkumiSbV/LykSiyVzk8n1fxzUvq8ZJn/5zNhNioZmahYNrJbTDjMxsnziqSlKQQlsz7PajJcWMc1hIDQYIlMlEkrCvSCmsyva3GXl4lq22acYCeRXOhoQmMiMVG2Eqx03lRJOUbFqItAJdJPOSGo2lp9UYlAlUQTGsFEcMpqtNJEo4nERNkTxAbFQLW1OidrFUpFXps3V9mWTTRym90zev8Xqkqqv79YJOrq0mWizMl70E/g5xOJ9FQia3s7xurq2fjnkkgkFzhCCLRgkLR/DHXMP/l+LIDq95MeG0P1+1EnJsh9WDeZsK1enZGE9KoxU3NzRT/LakIrqukqreyKpCLE0rGix6U1XYXLY+lY2ffwcthN9qIqrjPWdJmcWFUj6e5hokdOMn6om1Q0hmI00rRqFe1bttOxZTvVvumnLqVVjZ7RCIf6dTHo0ECQQ/1B/JH85+1FXjtrCuSg1U0eFnntF9b3C4lkCqQ0VAGkNLRw+c8Hj/KbB7q5RbVjTAm2vb6VjTcsmbsqnYgf7roO0nG44xGoapmb/Z4n/m9/m+F//xK+z/8j3lsujJQkieRCZPhLX+LYvU+xf+NHaWyt5nWf2Ih5JqlosXH4xlV6PMYHn6j4geF/faCTrz/azb/fvJ5bXrK4ovuSSCqJEIKu8a6cJPT80PPE0jGMipHL6i7LSUKX1V+G2TA7KQxCCIaCCU74I2iCvFhiyMskheJJodiiKJMllykFFUoEmgIhhxI5p1D2KZZZ8kJOqeRSKPZILjxUTSWhJnK36dS5xVX9ceHyM1W9RdNRQslQ2Suyi1EwCBtodtJpK5pqBdWeE4tsRifVVjc1jioanNU0e7wsrvKy1FtHW10tjS4vNqPt4vt5DA8XpBHt0YWiyLC+zGCChtV5iah5c8VSUoQQxEKZpKJsBVqBUBT0x1FLpCKzFsMWGcYW82OPj+G0qVQt9lKzajE1W1bj3rB2QV8ReaEhhCBx9GguTSi2bx9oGsa6OlzXXK3Xju24AqPLeV77UVNaURJQLhmoQASKTCRIxScnp5msRlzVBWlAGRnIUfi4ynL2VGBN04WJrBw0sBcG9kMypC83WnWprihBaDVcJPHvibRK/3i8ICEomkkM0m9DoWIpyGhQ8HlsRQlvWUFzsdeBr8pW8WQfVRPF8lFZ0ahYNsrKR0XLy0hLsdTMUvoMClOmI9nMpVVs+Tq2wnq2ouXm4m3NaVWzpsLEqeJUoqxYNHFK7yXN4qgrkInaMjJRu55aZHHM3ZglkvNA1VTGE+NTJgAVTgfiAdJisghkMpjKJgKV1oLV2mtnLclGcn6ktTTjifEpq9Gy6UXZ6VAqVHY7JoOJGmtNrhKtXKJRdl6trRa7qfxJYKFpukzU1UUyl07UTaK7GxGN5tYz1tXlas6yIpGlvV0m+UskFwFaNJqTfIoloLH8/Ox9IJCr+i7FWFWFsaYGY20NppraonvbihXY1q3DYLOdcSyqpualnSmSecrVd031OJaOnXF/hdhN9rJCTza9p+zjwiSfgscOk2Na8m1gsJ+eF56lZ/eznD58EE1Vsbk9tG7cQuuWbSzbsAmr4+zfeUPxFJ2DIQ7162LQ4cEgnYOh3MUOFqOBFT4Xq315QWhVk4cq+8XxnVIiKYeUhiqAlIYWLkIIPnXPfu5/7jR/WVNH8niElhXVvPw9a3DXnPmP76wxfBi+db1+kOa2By6IgzNC0zj53vcS27uP5ffei7V1+XwPSSK56Jj43e84/A9fYe+Wv6C6uYo3/uUmrDOp+hICfv4uOPJ7/b1l8eWVGyzwh4ODfOCHL3Dr1iX8802XVXRfEkklGImOsGtgV04UGomNALDMs4ztTdvZ0byDy32X47bMYSqhRHIRk1AThJIhwskwoWSIUEqfDqcyj5Oh/HQixFg8yHg8SDAZIpoOk9SiCM6SVCEMmBQHNoMTh9mFx+LGa/dQ76iixl6Fy+LCbXbjtrhxWVy4zC48Fk9u2m1xYzEu8NQRISDYn680y8pEsYC+3GiBxnX5WrPmTVC3EoyVTWrKSkVBf4xQQf1ZcCRCcCBEKKiiieKTLuZkCIcSxeU2UtXkprqjGW9HC546vRJtRuL0JYoWjxPZtYvwY48RfvQx0gMDANjWrs2kCV2Lbe2aaVXFaapGNJjKyT/ZWrDweIJoQX1YPFKmksWk4Kyy4qq24sgkARUlBWVSgiy2c/g51FQYPVYgCO3TE4SSYX25yQa+y6BpQ0GC0KoLWhCKp1T6x2NFlWGnA7FMYlCUoWCiaH2jQaGpqlQKystBPo8N00Vc96Vpgnh6CvmoRDQqlo0mpyNlJaTCedOpaivEZjYUiUaFspFe1VYmISknHZXOKxCUzMaZ/T+mE3rtZU4o6srXn4UGitf1tOSFopqClCLv0gv6d0lyYaBqKoFEYJL0U3o/GhudstbKbDCfuRLMlpGC7LV4LJ5Zlcw1TZBUNVKqRkoVJNP6dFLVctMpVSORLl6en6eRSmuZbejLk0XzNJJpkZtXum19vpg0L60KGj1WVvk8rPK5Welzs8qnpyHMqdw4DyTVJIF4QBeJYpPTjLLT2fnRdLTsdqxGa1mZaCrZyGqwkB4YKKg505OJkl1daIUyUU1NTiSytLVhbe/A2t4mUzklknlEJJOkA4FiCWgskJeBSiSgwrSxQhSHA1M5CajGi6m2FsVbTbrKSdJjJ+62EBNJYukY0XRUv09Fc4+nI/tknzddSqu4CmWewmVOs7NICCqX+mM32edErNVUlf4jh+ne/SzdLzxLoF9PY65dtIS2LVtp3byVphUrMUwhHAkh6J+Ic7g/nxx0aCDIybH8+7LXYc6JQWua9fSgtnrXpVmZLLmkkdJQBZDS0MImpWrc/r3neLrLz39c3sbwY4MYjArX3LqSjssb52YQRx6An74V1twIt3zvguicTw0N03vjjZibm1l2909RLAv8hIpEcgERP3yYA7f/BbvXfxx7fRU3fWoLzqoZXnn/7F3w+0/CDf8IV36iMgPN0Dsa4fVffpLl9U5+/oEd2MzypJ5k4RNNRXl+6PmcJNQ13gWA1+rNSULbm7bT5Jp+bK1EIpk7hBDE0jFCyRDBRIjTwTFOBPycnggwGBpnOBIgEA8ykQgRSYXRiIExjmKIoxhjGIwJMMTPuh+r0ZoTiNwWNy6zS5eNLG7cZnd+OrOs8N5tceM0OzEZ5rhKTQgYP1FQa7ZHFyuytUxmB/jWFyQSbdJPBk9DJJm1IWqCaChJyB8n0DNEoPMkEyfHCAWSRJImYlYvoiTJzWYDT50Dj8+Fp9aGu1aXiTy1Ntw1trOn0VykpAYGcpJQZNcuRDyO4nDgvGIH7muvxXn11ZgbGnLrC00Qj6Ry0k8+Eag4KSgWTFJ6GEgxKDg8lpJkIAuOjCCUnWd1mmbnBKymwujRkoqxFyEV0Zeb7LogVFgxNgdS3GwTT6lFElCpHDQSKpaCTAaF5mo7LdX2SULQohoHjW7rRS0FzSdCCBJprSD9aIp0pFRBglJBElKRgJQqSUhKqiTVmdW2WYyGglq2MklHZdKRCgWlrHzkUhK4oydxRY5jD/ZimejFEOhB8XflJVQAxaiLQ4U1Z9mkIs+iOf07IrmwSGtpAvHAlHVghffjifGyIpDFYMkJP15bLdXWGqosXjxmLx5zDU5TNU6TF6exGpPiIK0KEjmxRpBU1UkyTSoznSyRd5JFgk6JvFP0fJEXfTLz0zM1C6eB2ahgNhqwmAz6fW767POz8wyKQt94jCODoaITo06LkRU+ty4SNbpZ1aRLRdWOS/c4bywd0yWjzM/s2erSEmqi7HYcJkexTJStRrN6qY8Yqe2P4O4fx3pyGI6fJtXdgxYO555v9HqxtrVh6WjPVJ1las5qay++NFWJpMIIVUWdmMjIPoHytWAFyUBaMFh+QyYTeKsQXg9qlSsj/NiIu61E3WaiLjMhp4GgU2HcrhE2pHIiT6kEFEvHpnz/KIeCctaKrjMm+hQ8dpqd2Ey2CyY9Lx4Oc3zfC3S/8CzH975APBLGYDSxeO1ltG7eSuvmy6lu9E16XjKt0TUczslB2YqxiVj+wpfldc5MrZg7IwpV0eixyvdZiQQpDVUEKQ0tfELxFG/+xi5O+iN875bNnPj9SYZ6g6zY1sjVb12J1T4HBx2f+h948O/h2r+Ba/+68vubBUIPP8zpj3yUmvfeTuOnPjXfw5FILgrSgQCH3vJenl38bow1Xt706cvx1NlntpGB/XqC2fKr4W0/r+jB22gyzRu/+jTDoTi//dhLWeRd+GlpkksTVVM56D/Izv6d7BzYyb6RfaS1NFajlc0Nm3OS0MqalRfMl2aJRDI9hBCMRZJFJ+L7xmOcCkQ4NR6gPxggrkZQDPGcWGS3JvE40zjtaWyWJGZzAsUYR1NiJLUosXSEUCo0rav4HCZHLtXoTMKRy5JJOsqKSZkUJIfZcf7vS5qmp0kU1poN7odU5qSRxa0LF80b9Vqz5k3gXTYvFzMIVSXe1cX48wfwv9jLeO8wofEUcauXmK2WhLuRuLkajeJ/E7vHgicrERUKRZmb6SKRmoWqEtu/X68de+wxEp2dAJgWLcJ29ctRtlyJtmQl0YiaE4EKk4EiEwk0dfLxHbvbrKcClSYDFaQD2d2WyqURqGldECqsGBt8Mf8zanZkEoQ25iWhuhUXhCAUS6r0jUc5FYgV1Ibl5aDRcPHJArNRl4IWee0sqnbQ4i2Wgxo9NowXeSrEpUpK1YilpkhIKkhDKpqXFZcKKtyKn6PPi6dmJiQZDQoOsxGfOUqHaYhWwyBLlUEWa/00q300pk5jFXn5Nm2wEnIsJuJcSsyznFR1K6q3FaWuHYunsSBJyYTNbJAnYhYoQghUTUwpySQLJJpYMslYwq/LE4kxJpJjTCT9BJMBwulxwukA0fQ4UW2ChBZC700vxoAFk/BgFG6MwoOiuUF1Q9qFUF2oKRfplJNUwkkqbSGl6vWGs82ZZBuzUZ8/WcwxFKxbIu9knq8/z5h7viXzHHNu+woWoxGzSZm07dx4DIZZ/9sbTqQ5OhTiyGCIzgG9fuXIUIjxaP4karlUorYGJ1bTxfF5arYQQhBNR8tXo5XOi+mPy9XkAbjNLpYnq2gPWFniV/ANp6gZjOI6HcAUzX9WUKo8WNvbsbV36HVnHe1Y2tow1dfL91bJJYMQAi0c1iWfnPTjJz46TGJ0mNToKOrYGFoggAhMoEyEUMr8/RAKJFy68BNxmQg7ssKPYMyh4relGbWmCNhVJpwQtXLW78hGxYjD5MBusuMw6/d2kx272Z6fb3IUPzYXzC/zOHu7lH7Hx/r76HnhGXp2P8fpzoMITcPu9tC6+XJat2xl6WWbsDry5yHGo0kODQQ5PBDKpQd1DYdIZb772swGVvry6UFrmtys9HlwWRf+90mJZL6Q0lAFkNLQhcFQMM4bv/oUKU1w7wd2MLhrmOd/fxxXtZXrb1tDc0d1ZQcgBPz6Q7Dvp3ra0No3VnZ/s8TAZz/H+M9+xpLvfgfnjh3zPRyJ5IJGpNMcfe9HeYrrUKsbuOmvLqe2xTWzjSTC8M1r9PsPPQXOusoMFv0L2p//bC/37evn+7dt5eoV9RXbl0QyU4QQnAqdyklCzw4+SygZAmB1zWq2N29nR9MONjVswmaao0pSiUSyIBFCMB5Nla39yZ7UDyeKD+47LUYWeR00e800VkGtR6PapeKyp3HYUgglpterpfIVbGWr15IhUtrkeqdCFJR8ilFBdVppqtGZxCSb0Tb5AGNW0iisNht8EdSkvtxWXVxr1rxJr6yZhwOVWiRC7MBBYvv3Ed+/n+i+/UTHE7pE5GogtXglybqlxO11RFUb4WB6khjj8Fjw1E0Wijy1dlw11gUtFcX94/gf2Yl/537GD/UQS5lI2KpRfctJeZtIGN1EoxrpZJlkBrupqBKsVApyVOnTRtMcCrNqGkaPTE4Qykp4uTSsjQUJQitgioj5+SaaTBfLQAVVYn2BKKPhZNH6ZqOSSQnKJwS1FEhBDW4pBUlmH00TZ0w6KpSNsqLRJEGp8DmJNI7kKL7UKZrUfpYpA7QqgyxTdLnIoqi5fQeFnePCR69oolf4OC589BtbGDYvQrV6itKRcklIZuPkebnatoJ6t9LKN7NxQf/+CCFIa+Uqq0RRwk25JJxUicSTr6FSJ9VY5bd99hqrov1qSTCEUUyZmzGEITcdRjGFUExhDMYwiql8hZPQLIi0C5F2oakuSLsxaG6Mwo1JVGHCg1nxYFWqsBjsWE3GnEyTF2aUMoJNRsLJSDaWkoQdc0bemSz0FEs4pfNMBmXhn4QVArQ0pON61WDRfbl5U9wvvQLar59iF4KhYILOwaAuE2Vu3cPhXAqa0aDQWudkpc/N6iYPKxt1oWiR99I6kX0+CCEIpUI5gSibZlSYXFQ4bzwxjqapeMOwaFSwaFS/XzwKi0fBGc9/3k06LcQW1ZJe0oShbSm29g6qVqylZnEHVbYqeXGUZMGgCa188k54gqR/hKR/BNU/hjoWgMAEyngQ40QY00QUy0QMWyiOPZTCVOZCCICIFSYcEHRA0KnkpicKpoNOhajLjOpxYLM4pi3vTOex2WCW74nngJpO03/kEN0vPEvP7ucIDPQBULd4Ka1bttK2ZSu+9hWAgdOBGIcGJjJyUIjDA0H6xvMXdNW7rZn0IE+uZmx5nXNBf0aUSBYiUhqqAFIaunA4OhTi5q8/TYPHxj0f3EF8MMaD3z1EaDTG5lcu5fLXLq/swdR0Ar73Wv2A6e0P6AdHFzhaLEbvm25GC4dZ/ptfY/J653tIEskFy6kv/ht/OuwjXtXCjX/5EnytVTPfyC8/AC/+HN51Hyy/avYHWcD3nz7OZ+87yF/esIKPvbyjovuSSKbDeHycXYO72NW/i10Du+gL618wm5xN7GjewY6mHWxr2obXJv9WSSSS6SOEIBhLc2oKoagvECUYL5aK7GZjWRlgkddBS7WdOpcldyAxoSZ0kSgjF2VFo6kko3AqTDgZJpgM5qZVoZYbeg6TYjqrcOQyu/CYHLii47gm+vCMHcc1chTXyDHc6SQWAGdDca1Zy2ZwNZxx35UiNThIbN9+XSTat5/YwYOImH6g0OCtQVm/lXT7elKNbSTcDYTDgpA/TtAfJzwWnywVVVnwlBGK3Jn6M6N59r8HqqpGtKASLFcXFkgQGhwnPBwkFhWklMk1tSazgqPapteCVVlwlBGCnFVWzNZ5Fm3UFIx0ZgShfZkEoQN5Qcji0gWhpg0FCUIdC0oQiiTSZX7v84/9kWIpyGI0FKQDlchB1Q4a3NbKJTZJJPNAtrYtJx/FE6THTiHGujEFujCP92ILHccVPo4r1o9SkDgTMlYzZF5En7GF00oTx0UT3ZqPrnQ9gZSJWFKdcd2T1WTI17IViUYl8zJ1btlpi8lAWhUk0xkJZyp5p1C8KVNjdbZ6q9nGaFAKUm3yAk1WpjGaVIwZ2UcYQghDCM0QQlWCpAmSJEhSTBAXE6REpOw+LAY7brMXt9lLlbmGKquXamstNVa9cqnOVkedvZYGZx0eq6tI8rko6hKF0P+enVHMmWKZmjg/0Sd7X6aybUYoBnjpX8DL/25GT0upGsdHIxweDHEkIxQdHggVnZx1W02syCQSrfbpyQ0rfW6q7OYzbFkyHTShMZGYKF+NFvMTGx7EdKIf+yk/1f0h6ofjLB4Bd0ELc8QKfXUKw402JprdxBbXoS5txtbUTI29Fq/NS42tJlP9p0+7zC4pPUhIaSld7knl67RK67XO9DieiKKMhzBOhDBPRLEE49iCceyRFFUR8EShKiL0+yjYk+XHkTRByGkg4jIRdZtJuK0kPHZSVQ60KhdatRulpgrF68VUU4PN7j6z3GPWU3vMBvkeNd/Ew2F69z6v147te4FEJILRZGLRmsto27KVlvVbGNQceq1YJj2ocyBEKHNRl0GB1npXQXqQLgrVuyd/f5ZIJDNHSkMVQEpDFxa7evy869vPsnFxNT9471YMquDJXxzj8FMD1C9xc8Pta/D6nJUbQHgYvnkdIOCOP4F7chfnQiN++DDH3/wWnNdczaIvf1l+qZBIzoHRe3/NA/eMEKxazus+vpnFa2pmvpG9P9ETy675a7jub2Z/kAW8cCLAW7+5k6s76rnrXS+RJz4k80JSTbJneE8uTeiw/zACgcvsYqtvqy4KNe9giXuJ/NskkUgqykQslZMI+sZjk1KLCuseQI/GziaNlFYPLaq2U+eavlQghCCWjk2ZZlR2XnJyCtLZsCpGXBhwq2lcqQRuTcWlCdxGG25nAy73Itze5bjqVuF2+SaJSU6zE5OhctHfIp0m0dWVE4li+/aR7O7RT/QBluXLsa9fj23Deqzr1qP5lhGaSBPyxwj64zmhKOSPER5LoBWepFbAWWUtqjvLCUVZqajg4hJNE8RCySIhKDyeyNSEZcSg8QSx0OSUKQUNayqEJerHmpzAYVdwL2ukel0b3svacXntOKstWOymhfe3TU3B8OHiirGhg/rJTtAFoaYNxRVjtW3zLgiFE+kiCahIDhqPMVYqBZkMLKouFQL16cXemf3+SiSXHOkEBI6Dvytz687cuiA8WLyuZxHUtqF6W0lWtRLzLCPsWkrQ1kI0bSiuYkvlq9rKpSPl52eek0ldSqbPLmJkK6sm11aVVFJNUXE1ubZqqucViz9lE3MyCTsaSUKpAMFkgLGEH3/cjz+WuWWmx+Jj+GN+QqlQ2dflMruotddSa6stvi8zz26aYWX6bCOEnoR4VmnnbOuch7xTpl5tRhhMYLKByXqe95lpo3X665pss17nGYqnODqkC0RHBvXb4cEgoQKRvrnKxsqMRLTK52ZVk5vWOheWuUw3vMRIa2ldKBroJXjkIPFjxxC9JzGeGMBxyo+toBI1aoXTtXC6TuF0ncKpOn3a7wGz0YLX5i0SiWpsNbl52ensfIfZcYZRSSqJEIKUlpqRzDPdx6WJuIoQOOK64KNLPxnhJ6LPq4kZqI4qeKLgimg4o+UvbBEGhZTHgVrtQlR7wFuFoUYXfsy1dVjrGrDVN+Ko9+Gob8bkkhLbxYIQgsBAn54m9MKz9B05pNeOeapouWwzLFnDgHMJnX69aqx7JJKrJXVajKwuSQ9a0ejGblk4F5tIJBcbUhqqAFIauvC4b18/H//pHl6zvokvv3UTBoNC955hHvlRJ2pS48pbOlh7VXPlPqwM7IfvvBIa1sB7fgfmhV+b4v/u9xj+13/F97nP4X3rW+Z7OBLJBUV474vc/8+P4a9ezSveu4aOrU0z38jIUb2WrHkzvPu+ip58GQkleO2Xn8BqMvLbj76UKoe8MkMyN2hC41jgWE4S2j20m7gax6SYWF+/nh3NO9jetJ11desqemJaIpFIZkoonqJvPFZcYZRLLTqblJAXE7Ki0WwnlWhCI5KKnDHNqDAFKZQYJxQZIhwf10UkLUVsGsOxm+yTqtOy0y6LC4/Fg8s8edpt1sUjh9kxo2oFNRwm/uKLGZFIv6mjowAoViu2NWuwr1+PfcN6bOs3YG7Rv+NpmiAynigrFIX8cUJjCUSJVOSqtmJzmYmHU0QmksXLM+s43JmasEwykMOsYhzoRTm6D7FvF+aJQSxKCueObbivvRbX1VdjbmmZ9uudU9JJGDlcXDE2dFBPVACwuIvTg5o3Qk0bGOb+RGH29+/0WLEQdHpcny6V+qwmQz4ZrExaUJ1TSkESSUVIhGCsJyMT9RSIRV0QH8+vpxjBu0yXDmvb9fuazLSnZUbvM2lVI5bShaJEWiuSe8xGBbPBMGe/79FUNC//lJGACu8jqfKJQG6Le7IEZKulzl5XNK/GVjOzimYhppZpcjLPOaTnzETiOV8M5lmSdgrvZyD4zLK0sxARQjAwES+oN9OTibpHwqQyCY8mg0JbvYtVTXoy0Sqfm1U+D01VZap0JbNOemyMxLEuEt1dJLu6iR07SqK7GzEWyK2j2iyEWqoY8zkZaDBxslbjWHWCHtsEUbX876LNaCsSi7LTNTY9jcxr9VJjz6cZWY2XXgpI9kKPcxF5cvNSxdPZ9c6WOluISTHlknYcRjtVmpXauBlv3Ig3quCJCNwRDWc4jSOUwhpKYAnFMU9EMU6EUaZIzDNUVWGqrcVUU4OxthZjjRdTTS3G2hpMNbWYajPzvV6MVVUo8/CdQDI/qOk0fZ2H6Nn9DN0vPMv44AAA1oZFxHwr6XEsZXfUzVAof0ykqcqWSw9a3aQLQktqHPI7mEQyx0hpqAJIaejC5JuPd/NPv+/kjquW87evWQNAZDzBwz84zKlDYyy7rJbr3rkah8dSmQEcug9+/k647M1w0zdhgX9xEprGqTveT/SFF1h+7z1Y29rme0gSyQVBaniE+z7xUwar1nH1Gxdz2SvPoeYrFYNvXQ+hAfjgk+Bpnv2BZkirGu/49jPsOTnOLz98BWubz6FCTSKZAYORQXb272TXgF45NhYfA6Ctqo3tzdvZ0bSDl/hegtNcwRRAiUQiqTDZ+qO+QKnUoNefjYYn1x81V9t0oaE6IzPU6NVHi7x2Gj02jHN8QC0VGSVy+hlC/S8QGtpPePQIoegIIYOBsMFAyFlH2N1AyF5F2OogZDASTscIpUI5Wan0atZSFJRcetHZ6tbKiUlOkxPzcKBIJIofPIhI6KKLsa5Ol4iyItFll2F0uSaNQ1M1wuMJXSAqEIpioRR2jwVnVXFFmLPagsNjQVEgfugw4cceJfzoY8RffBEAU2MjrmuvxXXNNTi3b8PgWGBXa6eTMHxocoKQmvm5tHoyCUIb9Nq6po1Q0zpnglAwnsoJQaVJX6cDMSZik5O+SivDCtOCCusDJRLJAiE6VpBMlBGJxjIpRalofj2TTX//yQpFWZmoth2cdXN6bE0IQTQdnVICGo2NFolAsWxtYwlV1ipd9rF6qbVWUWupotbsptbspNbkoM7ooNZgpcZgxaKlZ0neKRWDEmXHNiOMltmTdYzn8JwFVHt5qZFMa/SMhvMy0YAuE/VP5AUUt82UE4iyMtEKnxuPTV6kNhekAwGSXV0kurszUlE3ia6unGwPoDgcmJcvQyxfRGJxA6GWavw+O0MeQSA5rqebxf160lF8jLHYGEmtfN+U0+wsEoymSjTy2rx4bd45rZFSNXVmcs80q7vi6ThiBollVqMVu8l+xoqtsvOFGVdUxR5KYgsmsQRjuvAzHkKZCCPGAqTHxlD9ftJjY4h4eRHM4HBgzEpANTXF8k/uXr+ZvF4Us/xdleSJhYL07n2BY889w/F9u0nHowiDkUDVUg6bF3PMspiQ2Y3JoNDeMLlezOus0DlXiUQyI6Q0VAGkNHRhIoTgc/cd5Ps7T/DZ163htiuX6/M1wf5HT7Pzl91Y7EZe9q7VLLusrjKDePzf4U9fgJd/Fq76i8rsYxZJDQ/Te+MbMPl8LPvZ3Rgs8o+7RHImtESC33/oW5ywrOYlV7rZ9s7Lz21D9/8/eP478PZ7oOOG2R1kCf/8f4f5xmM9fOmWDdy8ZVFF9yW5NAknwzw/9HwuTah3oheAWlttThLa3rSdRmfjPI9UIpFI5o5YUqVvvEAmKqlCGwkVn8wzGRSaq7PJRAVJRRkxwuexYTLOgdAR8cPAHujbA/2ZW6hfX6YYoH6VnpLYvBGaN5Oo7yCkJQknw4RTmaSjzHRpxdpUiUhnu9LWpJiKhKMqo5Mlw7D4VJymEyFqe/w4+8cBEIqCtqQJZe1KrOvX4dq4Ge/q9Vit05d6tEiEyM6dhB97jPCjj5EeGQFFwb5+Pa7rdFHIumrVwpFU0gldECpMEBo+VCAIVUHzhoKasU3gXV5RQWgiliqW6QLRotSuYEEVCoDdbCySgPI/+/p0rVNKQRLJRYMQ+sUzRTJRJqVorBcKZVSrp4xM1KbfbGe5GEbTQE0gUjEi8QCjkUH80WH80Yz4Ex/DnwjgT0zgT4XwJ0P40xHiIl12c9WKiVpM1GGkRijUCqhVBbWqSq2apjaVojYVpzaZwJxN8zlfzkW0OeeEnZJ7o3VekuYkC5uJWCpTbRakczBfcxZK5H9vWqrtrPJlUoma9Jqz5XVOzHPxOVaiy0Q9PTmRKNndReJYl/55NoNit2NtbcXa3oalvR1rWzvW9jZMLS3EtDhjsRKZqOBWOC8QD5Ce4j3TY/EUpRdNSjPKVKSVpvJMK7GnRO5JzFCSLBJ7CkWeM4k9Z3lsM9ly6dlCVVEnJnTJxz+GOpa5D4wVP85IQFqofCWlYjYXJQAVyz+Z+QWSkME+z7WUkgsKTdPoOtbDC088xcCBF9AGelEQRIx2jtuXctyxjIB3KSta6orkoI5GF1aTlHolkoWKlIYqgJSGLlxUTfChH73Ag4eH+PrbN/Nn6/KVQf6+MA9+5xD+vjDrrm7hipvbMc92f6YQcO974cAv4a0/hlWvmd3tV4DQnx7h9Ic/TM1tt9H46b+a7+FIJAuahz/5PTrDS1jTluK6T73y3DZy8Ffwi/fAFR+DV3xhVsdXygMHBvngj17g7duW8MU3XlbRfUkuHdJamgOjB3KS0IsjL5IWaWxGG1t8W9jRtIMdzTvoqO6QJ/gkEolkCuIp9Qz1Z1GGgsUHv40GBZ/HVlYoWux14KuyVe5kTGgwLxD174G+3RDNXMVsMEPjGl1Ead6kC0UNq8E4vStXs7H/5eSiKeclw/natcx8Z0zQNiDo6If2fkFHv8CTCYCIm+G4z8DJJTYGl3nwL6+BhtpcqpHD5MA7lqJlfz91e07ievE4hrSK5rChbV2P6aXbsF91Jc765tzJgZlUrs0q6QQMHSgRhA7nT7LbqvLVYtl77/JZTeoQQhCMpTmVk4LyclD25zdUIgU5LMZJlWGFFX41UgqSSCQAahomTuWForECsWj8FCBQgZiiEHPVEXY34tdSjIokfpHCL1TGFA2/IvAbFPxGI36jgUQZ+UURAq+mUaOq1KpaRv5RqSt8jIlaxYTXYMU8VY3VtASc0sSeaT5HSjuSCwAhBH3jsYKKM10q6h6JoGaqXy1GA20NrpxMtNLnZrXPQ6PHKv/+zxHqxEQujShZkE6UHhrKraPYbFhal2MtEIms7e2YFy1CMU4+hyKEIJgMTpKJppKMxhPjaKJ8VVYpBsVwVlmnnOgzHblnpp/jhRBo4XBO8kn7/ahjgbz8U3o/Pq6Lq5NelAFjdfUk+aesBFRbi8Hlkr8fklkhrWr0jEY4eGqMI/v2Md65F9vgEdzJCQBGLLWM1bRja7uM5atXsba5mjXNHlqq7fJnUCK5wJDSUAWQ0tCFTTyl8ra7dnGwP8hP7tjGlqU1uWXplMqu3/Sw76FTeH0Obrh9LfVL3LM7gFQMvvsqGDkK7/0j+NbN7vYrwOA//iOBn/yUxd/+Fq4rr5zv4UgkC5Kd//Fbdh9zssw9yqv/7ZZz+9A81gvfuBrqVsBt/wemyqV79YyEef1XnqKtwcXPP7BdXgUgOWeEEBwPHs9JQs8PPk84FUZBYW3tWnY060lCGxs2YjHKxDqJRCKZDRJplYHxeFmh6HQgxmAwTuFXfoNCRioqqHAqEDOaquxYTLN08lEImDhdIBLt1u/j+kFHjFbwXaZLRC2b9fu6FRWrGdGERiQVKU4wSoSInjwOh45h7uzFcbQPz/FRjGn9AH7QY+bkYiujLkFHT4yWEX1+fw280K6wu12hc5GCaiz/eS97UiJ7IsJhytzMxfdFJypKlhWe5HCYHVgMJeJMKq5Xig3syUtCw4dBywg5tupiOahpI3iXnbcgJITIJAXFJqUFZafDiWIpyGkxlhWCsvfVDrM84CyRXEJoQiOejk9KjiitjylNjihaJ1U6L0o0FSV5hlpMA+A1WKk12Kg1OfSb2UWtxUOtpYo6WzW11hpq7bVU22sxmZ1nlnbk+5ZEcs4k0irdwxGODAUzFWd6KtFgMF+tVGU3ZwQiNyszNWcrfW5cVtM8jvzSQg0GM4lExTVn6cHB3DqK1YqltRVrW1tOJLK0tWFZsqSsTDTlvjSVieRETiSKpCLl5Z5yn4tnGS0ez0lA6thYWfknPZaRg/x+RKr83x6D252TfIrkn1IpqLYWY1XVjP69JJJzIRRP0TkY4lB/kEP9QY6dGiLRe5DF4V6WRE9hFUlUxUi6sY2aVRtZs207G1Yvp8ou6+okkosBKQ1VACkNXfiMRZK86etPE4gmufdDV9BW7ypafqpzjIe/d5hYMMnW1y9n0yuWYjDM4gfR4ADcdZ1+5e0dfwJX/extuwJo8Ti9N9+MOjFB629+g6mm5uxPkkguIfb/bBdPPBLFp53kDV95B0bLORzASCfhO6/Ur5r84BPgXTr7A80QTaZ5w1efYiSU4P6PX0VLtYyolcyMsfgYu/p3sWtgFzsHdjIY0Q8Ytbha2NG8gx1NO9jWtI0q61lqASQSiURSEZJpjcGJeIHIEeV0pvqsLxBjYCKGVnBIQFGg0W0rKxQt8jporradn2AsBAR69RSi/gLJJRnWl5udej1WLpFoE9S0zmmKgkgmiR85QmzffmL79xHbt490/wD2l2zBdc21WK/eQaq5nmjmxHRh/UF2XtnHBeuXrhdX42cfWAajYsChmLALcKhpHKk4dk3DIQQOxYTDXoPD2YDD3YLDuwy7K5N8lBWPppCWjCWylhCCQDQ1qTKsUA6KJIsr41xWU5mkoPzjKruUgiSSCw0hBHE1XlbQmSzslIg9U8g+2efN5L0P9BpKu9ledPLYbrJPTo8oXGay47Q4qbHVUGurpdZei9fqnfSeJ5FIFhbj0WSu2kxPJgpydDBU9NljcY2dlY0eVjdlas58bpbVOuemqlcCgBoO6yJRVxeJrsx9dxfp/oHcOorFgmX5cl0m6tBFImt7B5Yli1FMcyt+iVSKdCCAGghMqgUrlH/SY3otmBaNlt2OYrViqq3VJaBM7VfZZKDaWoxeLwaLvHBOMj8IIeifiHOoP8jhAV0QOjQQ5KQ/gjcVYHn0BB2JE9RHB1EQGJ0emi/bwvordtC2YTNmm22+X4JEIqkAUhqqAFIaujg44Y9w09eexmE18ssPXUm921q0PB5J8eiPO+nePUJzRzXX37YGd80s/rHs260nDjVvgnf9Rr9aaQETP3KE4zffgvOlL2XR174qD/pKJBmOPdbFgz85jjd2kjf95xuw1J2jVPeHv4WdX4E3/wDW3Di7gyxACMEn7t7Lb/f384Pbt3JVx8KWFiULg3g6zu7h3ezq1yWhzrFOQO+h39a0je1N29nRvIPF7sXzPFKJRCKRTIeUmpWKdAmkb7xYDhmYiOcqI7I0uK0Zoag4MaalWp+2mWd4IlZT9UqZwlqzwf2QzpxMtlZB84Z8rVnzJqheMqfJDkKIin7vUTWVuBovEo2i8QDRkcNER48QHesmNnGSaGSIqKJX7kTNdqIOL1Gri6jFRtRgIoZatA1VqGffeQajYsGIFTQrmmomlTajpi0IYQHNitAsWBQbbpsTr81FrcNNg9ODz1NFi6eKJV4vdU4XTrMzJyNZjbJORCKZC4QQJLVkeYmnYF6h5Dil6JORfbLz4uk4gukfOzYqxkkpa0WPS2SfcpLPVM8zT7PSUiKRXJxoml5xdnggqMtEQ7pU1DMSzknwFpOBjgZXrtosKxPVu+VnkrlEDUdI9nTrIlF3l1531tVNqq8vt45iNmNZtqxIJLK2Z5KJzNOsMNY0tGAwJ/nk5B//GGogkwxUIAGpExPlN2Q05pOAarxla8H0+xpMNTUoDof8eZIsOJJpja7hMIdyctAEhwdCTMT0BCwjKpvNAVanTlE9egwR8gPQsKyV1i3baNt8OY2t7Siy9lQiueiR0lAFkNLQxcPeU+O89Zs7WdHo5u73b8dRkg4ihODIrkEev/soikHhmltXsGKrb/YGcOBeuOd22PgOuPErCz7aeOz732fon/8F32f/Hu+tt873cCSSeefUwWHu/9+9uCL93Pjp7XguW3VuGzr6B/jJm+Hy98Fr/mN2B1nC957q5XO/PcSnXrmSj1zXXtF9SS5cNKHROdaZqxzbM7SHpJbEZDCxqWETO5p2sKN5B6trVsurdSUSieQiJK1qDIUSnB6bXH12OpNUlFKLjynUuawFKUUFqTPV+rzS71plUdMw0pmvNOvfA4MHIFs3Y68prjVr3gSe5gr8C8wRySgMvggD+/Tkpf69+uvPSj+OuskVY1WLzvi9UdM0BkMRuv1jHB8b42RgnP6JcQZDQYbDQfzRMCkRA0MSxZBAMSSxmFM4bBo2SxqzKYXBlAQliUqclBYnrupCwXQxKIaidKNJVW1l7rNywKS6toJ5JoOsI5FcmKTUVF7cKajemiqJZyapPprQpj0OBeXMUo/ZfkbRJ1cRUyL7OMwOzAaZKCaRSOaWeEqlazicSSUK5hKKhkOJ3Dpeh5lVBRLRqiYPKxpd0/tcKpk1tEiERE8vie4ukgXpRKnTp/Mrmc1Yly3F0taOtb0dU3096vh4+VqwwDik02X3Zayuzkk+hbVgufsaby4pyODxSFFCckExHk3m5KDDAyEODQTpGg7lvpvbzAZW+Tys8RpYFjuJbaCT8WMHSMVjmMwWlly2gdbNW2ndfDnu2rp5fjUSiWSukdJQBZDS0MXFQ4eGeP8Pn+falQ18851bykaZTozEeOi7hxjsmaDj8kauuXUFVscsXen0py/C4/8Gr/wn2PGR2dlmhRCaxqkPfJDos8+y/N57sLZL4UBy6TJ0PMiv/3UX1vAIr7mlnvrXv+LcNjTRB3e+FDwt8L6HwFy5+M8XTozxlm/s4tqV9XzznS+Z3dpFyQVPf7g/Jwk9M/AM44lxADq8Hexo2sH2pu1sadyCw+yY34FKJBKJZN5RNcFwKJ6rOysUivrG9XlJtfhEdq3TMqn6TE8pctDiteOyTnHyJp2AoYN5iah/Lwwfyos1Ll9xrVnzpoVZ/5yM6IJQtpqtfy+MHoHsCX9nfbEc1LxR/3xYchJeCMFoODmpMqwwNSqeKv63r7KbJ1WG5f4PvHY8trN/t9WERjwdL65bK7k/Y11bucq2VJS0KH/CpxwWg2VyxVqhyFAqI01jPZvRJkUHCQApLVVUrXW2JJ4ziT3RdLRoOzP5OQcmp+9kJZ0yCT1nTPQpkX1kCphEIrkUGIsk6RzMpBIN6MlERwdDxFL6Z0dFgSU1Dlb53Kz0eTL3esWZUR4nm1O0aJRETy/J7sKas25Sp07p9caAweHI14GVSkDemlwdmKmmBmN19bTTiiSShYymCU4HYhwamMhVix0eCNE3nr+Qo95tZU2ThzXNHlb73CwiSKLnRY7veY7+Y50gBE5vDa2bL6dty1aWrNuA2SprxySSSxkpDVUAKQ1dfPz4mRP87a8OcOvWxfzTGy8rexBFUzVeeOAEz/3uOM5qC9e/Zw0tK7znv3NNg1+8Gzrvh7f9HDpuOP9tVpD06Cg9r78RU0MDy352Nwbrwq5Vk0gqQWAwwr1f3IkSCnD92iGWfuqj57YhNQ0/eL1+0ugDj0Fdx6yOs5CRUILXfvkJbGYj9330pVTZ5ZfoS51gMshzA8+xc2AnuwZ2cSJ4AoAGewPbm7fnKsfq7PLKE4lEIpHMDE0TjIQTJWJLcRVaMl0stngdZl0oqs7XnxVWobkLxZZkFIYO5GvN+vfA6FHIVulULdalm2ytWfNGsM/Cd7fpkghnEoT25iWh0aMFglDD5AQhTzMoCpomGA0nOD1eKgRl/v0CMRJl/u0Kq+JyUlCNLma5pyEFzRfZBJapxKOi+wLx6EzrzSQVSUHJi0UFQlFWtCgSj86QllQqJZkNC/ff/EJG1dTyqTupyZLPmRJ9yok+qWyi2TSxGW1nrdY6o9RjLi/62Ew2DIpMPZBIJJLZRNMEpwJRDg/oaURHhoJ0DoQ47o/kKs5sZgMdDe58KlEmoajeLY99zzVaPI4aCGD0ejHYpOQgubiJp1SODoU4nKsX0wWhcEKXzg0KtNW7WJ0RhNY0eVjd5MFrM3D60It0v/AsPbufIzgyBEBja3tGFNpGw7JWmaYlkUhySGmoAkhp6OLk3x7o5GuPdvPJV6zgoy+b+sT9UG+QB79zkInRGJtfsZStr1uO0XSef3iTEfjOKyFwAt77IDScY8XRHBF69FFOf/BD1Lz7XTT+zd/M93AkkjklNBbn3i/uJBkIcpX5CVZ97V9RjOdYz/TIP8Fj/wpv/AZseOvsDrSAtKrxjm8/w95T4/zyQ1eyptlTsX1JFi4pNcX+0f25NKEDowfQhIbdZOdy3+W5yrHWqlZ5BbJEIpFIKoqmCUYjiYKkorwck61CK5eWk5diHJOq0KoMcb3mK5dItAfGevIbqGktTiNq2gBW9/m/mEQYBveXJAgVCEyuxiI5SPNtYESpKZCCioWg0+OThaqaTEpTYTpT9nWfMaXpEqUwFSkrjJTKRUWJR4XCUYFgUiorzUQqMRvM5ROPCpJfzlbTln1uoZB0IXxGK/r3n2YSz3RTfRJq4uwDKMBisEwp50xX9Cmq5Mpsy2a0yYpeiUQiuQiIp1SODYU5nEkmyladjYaTuXXqXBZW+tysbPSwqkkXijoa3Ngt8u+ARCI5O/GUij+SxB9OMBpOMBpOMhJK5ESh7pEIasZedFqMOTlodZMuCK30ubGZ9feb6MQ4PXuep+eFZzm+f49eO2axsuSyDbRt3sryzS/BXSMv/pRIJOWR0lAFkNLQxYkQgr/4+T5+taeP/7hlA2/asmjKdZPxNE/d08WhJ/upX+LmhtvX4PU5z28A46fgrpeBxQl3/AkcNee3vQoz+PkvEPjxj1l81zdxXXXVfA9HIpkTYqEk9/7Ls0SGg2wd+hnrf/RljJ5zFHB6HoMf3AgbboU3fn12B1rCP//+MN94vOes722SiwshBD0TPTlJ6PnB54mmoxgUA+vq1uUkofV16zEb5dXwEolEIlk4CCHwR5Jl6s/ySUXRpFr0HLfVVFR9tshrZ5kzSVu6C1/4MLaR/Sj9e2DiVOYZCtStyEtELZuhcR1YzlDDGQ+WSRA6Rk4QcjchmjYQrrmMQedKukwddMecuTFnX89U1W3lZKiWajtOKQUtCLKpSIXSy7Tr2qZYP5aOIZje8TkFpUhqmUo4KpeSNJWYpAq1rNQz5bwS2adcgs9Mkp4ATAZTeanHXFLDdaZKrjLij91kx2SQvzsSiUQimTmj4URGIArRORDkyFCIo0OhnNSuKLCs1pmrNssmEy2pcWCQFWcSyUWNEIJgPM1oOIE/nMzcJxgJ58UgfziJP5JkNJQglChfU9tcZStKD1rT7GGxt/g9RAjB6KkT9LzwLN0vPMNA11EQAldNLa2bL6d181aWrFsva8ckEsm0kNJQBZDS0MVLMq1x2/ee5ZmeMb572+Vc1VF/xvV79o7wyA87SSdVrnhTO+uuaTm/K/9OPQvfew0s3gbv/BUs4JO4WjzO8VveTDoQoPU3v8ZUWzvfQ5JIKkoylubX//kC/pMTbOr8Jpu+869Y29rObWPhEbjzSrB64P2PgtU1q2Mt5P9eHOBDP97NO7Yv4QtvuKxi+5EsDEZjo+zs1+vGdvXvYjg2DMBSz1K9bqxpB5c3XY7HItOmJBKJRHLhIoQgEE1NKRSdDsRyce5ZnBYji7wOVnvibDGfYLXoYnH8CDXjBzDHRvSVFCM0rM6LRN6lMHw4Lwj5u8kKQkmHD79nNScsKzistPJ8cikHgzb6x+OTpKA6l6Woai0nNlXrgpDDIsWGSxUhBHE1PjkFaQrxqFwyUrnUpKSWPPvOZ4BRMU5K25kyvcc8vUSf7GNZ5SaRSCSSCwFVE5zwR/IyUSad6MRYlOypNrvZyIpGV67aLCsV1bpkxZlEspBJqRpjkWSJCJTMJQONhhP4IwlGQ0n8kQQpdfL5dUWBGoeFWpeFOpeVWpeVuuy0MztPv69zWadMK0snk5w69CI9u7O1Y/qx3cbWDtq2bKV18+U0LG+7IBJIJRLJwkJKQxVASkMXN8F4ijffuZPTgRg//8COs9b4RCYS/OkHhzl5cIyl62p52btW4/BYzn0A++6GX30AXnI7vOY/9U8bC5T40aMcv/kWnDt2sOjOr8sPKpKLlnRK5f4v76P/6BiX7b+TjV/4MO6XvezcNqZp8OOb4fiTeqqYb93sDraA7pEwN37lKdoaXPz8A9uxmmR08sVGNBXlhaEX2DWwi50DOzkWOAZAtbWabU3bcmlCza7meR6pRCKRSCRzhxCCiViqqPorX32mPw7F81JRI2O8xHycHfaTrDf00pY6ilOdyC0fN9XTZWpnn7qMnbHF7E0vZ5Sq3PI6l3WyEFSQFCTrKyRzTUpLFaUFlROSoik9gbJU9CmX6GM2mOX3fYlEIpFIyhBNpjk2FKZzMEhnruIsxFgkL/DWu626QNToZlWTh1U+N+0NrlzlkEQimV2EEESTarH0U5AENJpJAfJnRKHxaPkaYovJQH2B7FPrtFDn1u/r3VZqnfllXocZk9FwTuONjAfo2fMcPS88x4n9e0gl4pgsVpau30jrZl0UcnkXdjOJRCJZ+EhpqAJIaejiZ2Aixhu/+jQCwa8+fCXN1fYzri+E4MVHT/P0vd1Y7Eaue+dqlq8/j+7QBz8LT/03vPpLsPWOc9/OHDD2wx8x9MUv0viZz1DzjrfP93AkkllHUzUe+OYBeveNsubQ91j3lm3Uf+Qj577BJ/8LHvqcLgVe/t5ZG2cpkUSaN3z1KfyRJPd/7KVnfR+TXBiomsrhscO5yrG9w3tJaSksBgubGjflJKFVNaswKOf2RVUikUgkkkuBiVhxUpEuFGVSi8aiuBMDLFJGOKa1YHQ3ZGrDJqcFtVTb5QkfiUQikUgkEkkOIQQj2YqzAV0iOjIU5OhQmGRaT6Q0KLC8zlmUSrTK52GR1y4rziSSMqiaYDyaZDQj/4yUpAL5I8UVYdk6wVI8NhN1bit1Tit1bgu1TmtJCpAllxLkspoqIs4LIRg50avXju1+lsGuowC4auto23w5rVu2snjteswWmVImkUhmDykNVQApDV0adA4GueXrO2mqtvGLD15Blf3skdn+/jAPfucQ/tNh1l7VzJU3d2C2nsMBZE2Fu98Ox/4I77gX2q47h1cwNwghOPXBDxLduYtl9/wC24oV8z0kiWTWEJrgTz88TOfOQVZ0/YJVq4ws+t//RTGco4xx6ln4zp/B6tfCLd+vWJKYEIKP/XQPv39xgB++dxtXtp+HxCiZd06FTuUqx54ZeIZgMgjAqppV7Gjawfbm7Wxu2IzNJPurJRKJRCKZLULxFIFIigaPVUpBEolEIpFIJJLzJq1qHPdHOTIY4shgkMOZZKKTY9HcOk6LkRXZarNGNyt9ejKR13kezQYSyQIlnlL1tJ9Qvv5rtKAGLF8TlmQskkArc1rbZFCoKaj/KkoGKqgIq3NZqXFasJjm/iLLeCTMUHcXg91HGew+xmDXEcKBMQB87Sto3Xw5bVu2Ub90uUz3lEgkFUNKQxVASkOXDk93jfLu7z7LlqVevn/71mlV+6gpjV339bD3oZNUNzi44fY1NCw9c8VZWRIh+PYrINgHdzwCtW3n8ArmhrTfT8/rb8RUU8Oye36BwSoNaMmFjxCCp+7pYt/Dp2gdeJgV6j6W3f0zjC7nuW0wFoA7rwLFAB94HOzVszreQr7zZC//eP8hPvXKlXzkuvaK7UdSGSYSEzwz8Aw7B3ayq38Xp8OnAfA5fbok1LSdbU3bqLXXzvNIJRKJRCKRSCQSiUQikUgk50M4keboUCgjE4U4PBDkyFCoqDKp0WNlpc/Dap+blZlbe4NrWucrJJK5QghBMJbOpADl67/yFWGJXFLQaDhJOJEuux2nxZirAavNCD91LsukRKA6lxWPzbyg0rlSyQTDvT0MZQWh7mMEBvpyy6sbm2hs62DpZRtp3Xw5zmrvPI5WIpFcSkhpqAJIaejS4td7+vjzn+3l9Rua+e+3bJz2B5DTnWM8/P3DRCeSbH39cja9YunMP7wEjsNdLwN7DbzvoYpKBudL+IknOHXH+/G+8534/vb/m+/hSCTnzfO/P84z9/WwNLKP9s6f0vqLn2NZtuzcNiYE/OwdcPQBuP2PsGjLrI61kOePj/HWb+7i2pUNfPOdWxbUlyZJeZJqkr3De9k1sIud/Ts56D+IQOA0O7ncd3mucmyZZ5m82kQikUgkEolEIpFIJBKJ5CJHCMFwKKELRFmZaDBE93CYpKrXLhkNCq11Tlb63Kxu8mSSidws8trl8SPJrJFSNcYiSUZCiaJUIH84WbYiLKVOPvesKFDjKJZ+iurAnNacJFTnsmK3XBgynJpO4z99Mp8g1H2M0ZPHEZr+O+ry1tDYtgJfWwe+tg4a2zqwu9zzPGqJRHKpIqWhCiCloUuPrz7Sxb//4QgfvKaNv37Vqmk/Lx5J8dhPjtD1wjBN7VVc/541eOrsM9v58afgBzfC8qvgbb8Ao2mGo587Bv/pnwj84Ics/saduK65Zr6HI5GcMwceO81jPz3KIuNpOv70ryz5xtdxXX31uW/wmW/C/30KXvEFuOJjszfQEoZDcV77v0/isBj5zUdfOq1aRcncI4Tg2PgxdvbvZOfATnYP7SaWjmFUjKyvX5+ThNbVrcNkWLjv+RKJRCKRSCQSiUQikUgkkrkjpWocH43QORiic1AXijoHQ5wOxHLruKymXBrRKp+bVT4PK31ueZxQAujHJSNJNZP2U5gCVHw/mkkKKky8KsRiMlCflX4K7mudFurd1owIpAtBNU4Lxgv8wlahaQQGB3IJQgPdRxnp7SGdSgJgdTrxZQShxowk5K6pm+dRSyQSSR4pDVUAKQ1deggh+MyvD/DjZ07y+RvX8s4dy2b03KPPDPLY3UdRgKtvXcmKrY0zs/13/wDu+xhs+xC86l9mPP65QkskOP7mt5AeHaX1N7/GVCc/FEkuPI49N8Qfv3OQ5qoIK37z1zT+vz+n7v13nPsGB/bBt66H1uvg1rvBUJne5JSq8fZvPcP+0+P86sNXsrrpHGoRJRVjKDKkJwllKsf8cT8Ay6uW5yShlzS+BJfFNc8jlUgkEolEIpFIJBKJRCKRXEiE4imODukCUedAKCMTBQnG8/VPTVU2VvncrPR5dJmoyU1rnQuLqTLHKiVzh6oJAtFkkfCTrwErFIH0NKB4Siu7nSq7eVL9V6H8U1gR5rKaLtpEKyEE4TG/niDUpUtCQz1dJKIRAEwWKw3L2/QEoXZdFKpubLpo/z0kEsnFgZSGKoCUhi5N0qrGB3/0An/qHObOd2zhFWt9M3p+cDTGQ987xEDXBB0vaeDqW1dic87A7n/gb2DX1+B1/wNb3jOzwc8hiWPH6L35FhzbtrL4G9+QH5QkFxQnDvr5/Vf3U18Hq375/6i+/jpa/us/z/3nOBGCb1wNqTh88Elw1s7ugAv44u8OcdcTvfzXWzbwxk2LKraf2cR/+hSHHn+YZDxG88o1tKxcg6eufr6HNStEUhGeH3w+Jwl1T3QDUGOrYXvTdrY3bWdH8w58zpn9LZFIJBKJRCKRSCQSiUQikUjOhhCCgYl4Lo3oyGCQzsEQ3SPhXIWUyaDQVu/SU4ma3DmpqLnKJo/rzzPxlFok/0yqA4skGA3pEtBYJIlW5pSvyaBQW1D/Vee0FNWA5QUhPQ3oUhXIYqFgpl4sIwh1HyMyHgDAYDRSt3hZkSBUu2gJBuOFUaEmkUgkWaQ0VAGkNHTpEk2mufWbuzgyFOKnd2xn0xLvjJ6vaYLdfzjBc7/txVFl4fr3rKFl5TS3oabhJ2+G3sfgXb+BZS89h1cwN4z9+McMff4LNP5//x8173rnfA9HIpkWA13j3Pc/e6mqMXHZH/4/7A1elt39UwwOx7ltUAj45fvhwD3w7vth2ZWzO+ACfv/iAB/+8W7euX0pn3/DuortZzZIRKMc2fkEBx59kIGjnSgGAyazhVQiDoCnvoGWlWtoWaVLRLWLlqBUKJ1pNklraQ6MHtDThPp3sn9kP2mRxma0saVxS04S6vB2YFAW/uuRSCQSiUQikUgkEolEIpFcfCTTGr2jETozEtGRwRCdA0H6J+K5ddw2U0Yg0uvNVvncrPC58dhkxdm5IoRgIpYqUweWYDSSZDSk14Fll4UT6bLbcVlNGREoK/5Yqc9VhFmLkoI8NjOGC7wWbLZJxmMM93TnBKHBnmNMDA3mltc0L8pUjOmCUP2y5Zgt1nkcsUQikcwOUhqqAFIaurQZDSe46WtPE06k+eWHrmBZnXPG2xg6HuSh7x5ifDjKpuuXsO31rRjN0ziJHJ/Qa44io3DHn6Bm+Tm8gsojhOD0hz5M5OmnWfaLX2BbuWK+hySRnJHR02F+/Z+7sTlMbHnxvzEOnmTZPb/AsnjxuW90z4/gNx+B6/4Wrvmr2RtsCV3DYW78ypOs8Ln52ft3LMgrQoQQnD58gAOPPMjRZ54inUhQ07KYy667gdVXXYfd7WHkRC99nQfp6zzE6c6DRCfGAb0PWpeI1tKycg2NbR2YzPN/gEIIwcnQSXb272Rn/06eG3yOUCqEgsLq2tW5yrGNDRuxGuUXS4lEIpFIJBKJRCKRSCQSycJlIpapOBvIy0RHBkOECuSVlmp7TiZa6XOzusnD8jonZuPCOx45FyTTGmORfCVYPgVIl4BGI8UVYekycUCKArVOPQ2o1lWaAJQXg+oyiUF2i0y4mS5qOsXIieO5FKGh7mP4T59CCL2ezV1XrycIZQShxtZ2rI6Zn++TSCSSCwEpDVUAKQ1Jekcj3PS1p/DYzfzyQ1dQ65r5CeFUQuWpe45x8Il+6ha7uOG2tdQ0T+MDib8b7noZuJvgvX8Em+ccXkHlSY+N0XPjjZiqq1n2i19gsNnme0gSSVkmRqLc+++7MRgUrgjfh/qn+1nyrbtwXnHFuW90uBO+eS0svhze+WswVObLXCSR5savPkUgkuT+j7+Upip7RfZzroT8oxx87GEOPvoQ40MDWOx2Vl1xDeuuuwFf+4opY46FEEwMDdJ35BCnDx+k78ghAv2nATCazfjaOnIiUfOK1dhcrjl5PYF4gGcGnmHngC4KDUQGAGhxteSShLb5tlFtq56T8UgkEolEIpFIJBKJRCKRSCSVQghB33gsV3GWrTnrGYnkBBiL0UBrvZPVTZ68TOTz0OixXnAVZ0IIwok0/rBe+zWSqf/K1oBl68KyEtBELFV2O1aToUT6yScB1ZWIQV6HBaNMAzpvNE0l0N+XrxnrOsrIiV7UtC692d2eogQhX1sHzuqZNYlIJBLJhYyUhiqAlIYkALtPBrj1m7tY1eTh7ju2n7Ph3btvhD/9sJNUQuWKm9q57NqWs3+Y7nkUfngTdNwAb/1JxYSE8yX85FOcet/78L7tbfj+/u/mezgSySQi4wl++aUXSMZUrl18jOSd/07Dpz9N7W3vOfeNpmK62Bcehg89BW7frI23ECEEH/3pHv7vxQF+9N5tXNFeV5H9zJR0KkX387s48MiDHN+/B4Rg8dr1rLvuBjq27sBsPTeBMBqcoO/IIfo6D9HfeYih3i40VQVFoW7x0nyl2ao1eOoaZuW1JNQEu4d2s3NgJ7v6d9E51olA4La42ebblhOFFrsXX3AHQSQSiUQikUgkEolEIpFIJJJzIZFW6R6OcGRITyXqHNBTiQaD+YqzKrs5U2+mV5xlhSKX1TSnY1U1wVikWP4ZyVSB+TMSkL9ABkqktbLbqbKb9bQfl5V6V3EqUK3TSr1bv69zW3FajPJYYQURQhAcGc4LQt1HGerpJhWPAWC22WlsbcskCOmSkKe+Qf6fSCSSSxopDVUAKQ1Jsvzh4CAf/NELvHxVI99455ZzNsIjEwn+9INOTh70s2RtDS9712qcVWdJL3r2Lvj9J+GKj8MrPn9O+50Lhv75Xxj7/vdZ9PWv4b7uuvkejkSSIx5J8av/2E3IH+eGq1Tif/dRPK99Lc3/9q/n9wXit5+AF74Hb78XOq6ftfGW8u0ne/n8/Yf4qz9byYevba/YfqbL8PEeDjzyIIeffJR4OIS7tp61176ctddcT3Xj7ItTqUScgWNH6TuiV5r1H+3MfTF019ZnBKK1tKxaQ92iJSiGs8cka0LjyNgRdg3sYmf/TnYP7yahJjAZTGys35iThNbUrsFkmNsDHBKJRCKRSCQSiUQikUgkEslCZjyanJRKdGQwRCSp5tZZXGNnZaNHl4madKloWa0T0wwqzuIpNSf+jIYSmRSgZC4JyF9QFTYWTVLudKjJoBSIP/kEoGwNWL4izEqN04LFdGlWsC0EIuOBjCB0jKHuowx2HyMWCgJgNJmoX7ocX3teEPI2t2BYoBfaSyQSyXwhpaEKIKUhSSHff/o4n73vIO/cvpR/vHHtOcsGQggOPNbHU/d2YbYaue4dq2jdWH/mJ/3uL+G5b8Ebvg4b33ZO+600WjLJ8Te/hfTQEK33/QZT/Vlek0QyB6QSKvf9zx6GT4Z45ZsaSX3q3ViWLGHpT358flV6B+6Fe26HK/8cbviHWRtvKc/2jvG2u3bxslUNfOOdW+btKolYKMjhJx/jwKMPMnK8B6PZTPvlO1h37fUsuWzDnH4501SVkZPH6es8RF+nXmkWCYwBYHU6aV6xOpdG5GtbgcliAWAwMsjOfr1u7JnBZxiL689pr27PSUIvaXwJDrNjzl6LRCKRSCQSiUQikUgkEolEcjGgaXrFmZ5IFKRzSE8l6hkJk2k4w2Iy0NHgyiUT+arsBCLJkjqwvBBUKCEV4rKa8iKQ00Kd20pd5r5YBLJQZTfL5JkFSCIaYainqyBF6Bih0REAFMVA7aLFNLZ15ASh+qXLMJrM8zxqiUQiWfhIaagCSGlIUso///4w33i8h79+1So+eE3beW1rrD/Cg989yOipMGte2sxLb+nAbJ3ixLuagh/dBCd3wbvvhyXbzmvflSLR1UXvzbfg2LKFxXd9c1qJHxJJpVBTGr/7+n5OHx7jFe9sR/n8B1EnJlh+zy8wNzef+4bHeuDOq6FhNdz2ezBW5svKcDDOa778JC6rid989Eo8trn9UqRpKif27+XAow/R/dxO1HSahuVtrLvuBlZdeQ12l3tOxzMVQggmhodyAlFf5yHG+k4BoBiNqI0OTleFOOoYZtibwFNVw46mHexo3sG2pm00OGan4kwikUgkEolEIpFIJBLJwkQIgRAamqohVBVNU9HUzE1TEaqWm87OF5pWtI6mqpnnalPPy20vO60VbC//WGgqmjq97TiqvFT7mqj2NeH1NVPta8bqkBc8SS4c4imVruEwRwZDHBkKcXhATyUaDiVy6xgUqHFma78y95lKsNKKsDqXFZtZpstcSKSTSYaP9+QShAa6jxHoP51bXtXow9fagS8jCTW0tmGx2edxxBKJRHLhIqWhCiClIUkpmib4xM/28tt9/fzPWzdy48aW89qemtZ45r4e9jx4kqp6OzfcvpbGZZ7yK0fH4K6XQTIMdzwC1YvPa9+VInD33Qx+7h9o+OtPU/ue98z3cCSXKJom+OO3DtK9e5jr3rES94+/SPjxx1ny3e/g3Lr13DecTsC3XwGBXvjgk1C9ZPYGXUBK1Xj7Xc+wv2+cX3/kSlb5pnhfqACBwX4OPvowBx9/mLB/FJvbw5qXXsvaa6+nYVnrnI1jpqS0FC+OvMjOgZ081/M0o13d1I+Z8Y07qB03o2Q+DtUuWkLLqjUsWrWWllVrcdfVy6uNJBKJRCKRSCQSiURyUbNgpJmp5qlayfaK1y0es1ayj6nnFT5vvlEUAwajAcVoxGAwYjBmbobMvML5mXmKYiAS8BPOJCxnsXuqdImosYnqJl0k8jY2Ue1rxuZyzdMrlEhmxlgmYajGacHrsGA0yONzFwOaquI/fTKfINR1jNFTx3Pvw85qbyZBqIOmthU0tnVgd8/dsW+JRCK52JHSUAWQ0pCkHIm0yru+/Sy7Twb4/u1buaKt7ry32XckwEPfO0R0Isnlr13O5j9biqHch+SRI/Ct66F6Kdz+AFgX3pdAIQSnP/oxIo8/zrKf/wzb6tXzPSTJJYYQgkd/coRDT/RzxU3tLOr8DaNf+xqNn/kMNe94+/lt/IG/gV1fg7f8CFa/bnYGXIYv3H+Ibz3Zy3+/ZSNv2HR+cuJ0SMXjHH3mKQ48+iCnDx1AUQws27CJddfdQOuWbZjMCy/6VQhB70QvOwd2sqt/F88NPUckFcGgGFhbuzZXObaxfiOkVQa7j+mVZkcO0X/kMMlYFABXbV2uzqxl5RrqliyVXdgSiUQikUgkEolEcpEhpZkLU5opmmc0oBQ9z5jZlmHyPKOhaB/688rNK56fH5uhZB9l5pXMLx1b0Ws1GM4rkT0VjzM+PMj4YD+BgX7GhwYYH9RvIf9I0bo2tycjEBWnE1X7mrC53PLCKYlEMmsIIRgfGmCw62hGEjrG8PFu0gk9RcrqcNLY2o6vfUUuRchVUyvfhyQSiaSCSGmoAkhpSDIVE9EUN9/5NIPBOPd88ApW+s6/piceSfH4T49w7PlhmtqquP62NXjqykQwHnsIfnILrHw1vPmHsAArwNKBAL2vvxGDx8Pye36BwS6jJCVzx85fd7P7gRNs/rOlrHX20Pexj1N10000ffEL5/eF5Mj/wU/fClvfD6/+99kbcAm/2z/AR36ym3fvWMo/3LiuYvsRQjBwrJMDjzzIkZ1PkIzFqPY1se7aG1hzzctw15y/EDnb+GN+dg3sYmf/TnYN7GIoOgTAYvfiXOXY5b7LqbJWnXE7mqYyevKEXmnWeYi+zoO5q/asDifNK1bRsmotLSvX0Njegdlirfhrk0gkEolEIpFIJJKFihACTU2jpVXUdBo1nUJT9WlNTev36XTx4ymXq2jpFKqqTn5O2W0U7KvMci2dltLMJSDNSKYmlUwwMTSYkYh0oSgrFgVHR6Dg/JDV6SySiKoz6UTepmbsbo88kS+RSM5IaGw0UzF2LHcfj4QBMJktNCxvy8hBHTS2rcDra5Lv/RKJRDLHSGmoAkhpSHIm+sZjvPGrT2E0KPzqw1fiq7LNynaPPDPI4z89ggCufusKVm7zTf7CtvNr8Ie/gas/BS/7zKzsd7aJPP00J29/L9W3vpWmz352vocjuUTY8+BJnr63i7VXNbP9cgMn3norlvZ2lv7wBxis5yF+TJyGO18KVYvgvQ+BeXZ+30vpGg7x+q88xSqfm7vfvwOLafa/VEXGAxx87GEOPvoQY/2nMVmtrNx+Feuuu56WVWsX1AGiWDrG7qHd7Ozfyc6BnRwNHAWgylrFNt82djTvYHvTdha5F53XfoQQBEeG6TtyiL7DB+k7cgj/6ZMAGIwmGtvaM2lEa2lZuVpG5kokEolEIpFIJJJzQmhaeSnmTDJOTqgpkW3UAokmnc7Mzy/PPm+6Qo8+XX4flRZuFIMBo8mMwWjEaDJhMJn0e6NRn28yYTQaMZjMmfvsclNeUpHSjEQyiXQqxUQmoWh8cIBAViwa7Cc4MoIQWm5di92RSSdqzohF+aQiR1X1gjpeJJFIKk8sHMrJQbogdDR30aViMFC3ZFlOEPK1raB20RKMJtM8j1oikUgkUhqqAFIakpyNg/0TvPnOnSyucfCLD+7AbZudCp+gP8ZD3z3EQNcE7VsauOZtK7E5C7YtBNz3MdjzQ3jTt+Gym2dlv7PN0L/9O2Pf+Q6LvvZV3C972XwPR3KRc+ipfh75YSftWxp42c2LOPHWt6BFoiy/9x7MjY3nvmE1Dd9/LQy+CO9/DOraZ2/QBYQTaW78ypOMR1Pc//GX0lQ1ewldajpNz57nOPDIg/TueR6haTSvXMO6a69n5Y6XYrE7Zm1f54OqqXSOdeYqx3YP7yalpTAbzGxu2Mz25u3saNrBqppVGCtcIRYLBek/ejiTRHSIwe5jaGoagNpFS/KVZqvW4KlvlAfPJBKJRCKRSCSSOUIIkZFvzpxAUyjjlJVtctJNedmmUNYpJ/FMS+jJiDzZbRSeoK8EBmNGpjEZiyUco6n43pSVc862zjksN5kwGgvEn0L5Z5IUpMtAUqaRSOYeNZ1iYniY8aF+xgf6daFoSJeKJoaHEFr+/cpss+sCUbb2rKkZb6MuFjm9NfKYiERygZOKxxk63p2XhLqOMj40kFvubWrJC0LtK6hf1iqT2SUSiWSBIqWhCiClIcl0ePzoCLd/7zm2t9bynfdcPmvJIJom2PPHEzx7Xy92j4Xr37OaRatq8iukk/CDG6F/N7zn97Boy6zsdzYRySS9b30r6f4Blv/mN5gbG+Z7SJKLlO49w/zhmwdYtLqGV39gLf0f/QiRXbtY+v3v4di8+fw2/vDn4YkvwU13wfo3z86ASxBC8NGf7OH/Dgzwo/dt44q22akGGz11ggOPPsThJx4hOjGOs9rLmmtezrprr6em+fzSeWaL06HTucqxZwafYSIxAcAK74pc5djmxs3YTfNbc5hKJhjqOqanEXUepO/IYZKxKAAub42eQrRKTyOqW7IUQ4WlJolEIpFIJBKJ5HzJVk7lxZgZVE6V1kvNsFLqjMvLpeaUrFNRFAWjyVRelCmQXorkmHIpONPYxuT5Zl3GMZ5hH1MIOwajUZ64l0gks4KaThMcHc5VngUySUXjgwNMDA8WpY+ZrNaMTFScTlTta8blrZFSoESywFDTaUZPHs8kCB1lsPsY/lMnc2Kzq7YOX2teEGpsbcfmdM3zqCUSiUQyXaQ0VAGkNCSZLve8cJpP/mIfN21q4T/evGFWD9IMnwjy4HcOMT4UZeP1i9l+YxtGc+bLVmQU7rpOF4je/wh4mmdtv7NFoqeH3pvehGPzJhZ/61vyi6Jk1jnVOcb9X9lH/WI3N/75JgJf+R/8d92F7x/+Ae9bzlPy6X4EfvhG2Ph2eMNXZ2fAZfjWEz184XeH+etXreKD17Sd17YS0QidTz3OgUcfZLDrKAajkbYt21h77fUs37gFg3F+ZZaJxATPDT6Xqxw7FToFQIOjIScJbWvaRp19dsSpSqFpKv5TJ+nrPMTpzoP0dR4kPOYHwGK307xidS6NyNe+ArO1MpV2EolEIpFIJJJLCyEEqUSceDhELBQiHg4RD4eJh4PEw2Fi4RDxUIh4JL8slUjoAk5JLdVcV06VijJnrJwylQg2xtLn69JMkWwzU6EnK+YUbstklBcASCQSyRnQVJWQf4TAQEYkGsqkFA30MzE8WCR2mswWqhp9euVZUzPVjXmpyF1bJ48TSyQVRmgaY/19OTloqPsYwyd6UFMpAGwuN772FUU1Y85q7zyPWiKRSCTng5SGKoCUhiQz4X8fPsZ/PniUj17XzidfuXJWt51Kqjx1TxcHH++jtsXFDe9dQ21zxu4eOgjffgXUdeiJQ5aFUTNUSOBnP2fws5+l4a/+itrbb5vv4UguIoaOB/nNf+3BXWvjjX+5meTjD9H3//6C6re8haZ/+Nz5bTw8DF+/EuxeXcqzOGdlzKU80+Pnbd96hutXN3DnO7ack3QoNI1Th17kwKMPcWzXU6RTSWoXLeGyl72C1S+9FkdV9ewPfIY8fPJhvv3itznoP4gmNBwmB1t9W/XKseYdLPcsv6CvihVCEBodyaQQ6ZVmo6dOAHpFQGNrm55GtHINzStX4/BUzfOIJRKJRCKRSCTziRCCdCJBLCP7FEtAIV3+KRGCssvOlLRjslqxudzYXW5sLjc2pwuzzXbulVOFso2snJJIJBLJGdA0lbDfn0kmyshEmbSiiaFB0qlkbl2j2UxVgy8jETVR7WvJTbvr6qXAKZHMkOyxyawgNNh9jKGerlxSutlqo7G1ncYCQaiqofGCPh4rkUgkkslIaagCSGlIMhOEEPzNL1/k7udO8U9vvIy3bVsy6/s4vn+UP/3wMMmYyo6b2lh/7SIUgwKdv4e73wZr3wg3fwcW2Ac9IQR9H/84oUcfY/nP7sa2Zs18D0lyETA2EOFXX9qNxW7kpk9uwTjYy/Fb34Zt9WqWfu+7KBbLuW9c0+BHN8HJnXDHI9BYmZ/Z4WCc13z5SVxWE7/56JV4bOYZPT84MszBxx7mwKMPERwZwupwsurKq1l37Q00tnUsmC99sXSMl//i5dTYanjV8lexo2kHl9Vfhtkws9d7oRELh+g/cjgnEQ11H82d4KlpXpSrM2tZtVZ+SZdIJBKJRCK5QMnLP3nhJyv7xEJB4pHJQtC05B+LFZvbjd3p0uUfd0YCKhSCXC7sLg82lyu3zHQ+34MkEolEIqkQQtMIjfnz6US5pCJdLEonE7l1DUYTVY0+XSZqLK4889Q3zHuKtkSyEIgGJ3RBqOsYQz26JBSdGAf036H6pcsLEoQ6qFm0WMp4EolEcgkgpaEKIKUhyUxJqxrv+8HzPH50hG+9+yW8bFXjrO8jGkzypx8e5sSLfpasqeFl716Ns8oKT/4XPPQ5uO5v4Zq/mvX9ni/pQIDeN7wRg9PJ8nt+gcGx8BKRJBcOQX+MX/77boQmuOlTm3GaEhy/+RZEKsXye+/BVF9/fjt44j/g4X+E1/43vKQy6VgpVeNtd+3iQF+QX3/kSlb63NN6XjqZpOu5nRx49CFOvLgXhGDJug2su+4G2rfuwGyxVmS858O9R+/lczs/x/f/7Ptsbtw838OZN9LJJIM9x+jrPERf50H6jxwmEY0A4PTW5OrMWlauoX7pcnkQTCKRSCQSiWQOEUKQTibysk84rFd8hUJnFYKyFQ/lMJktBcLPZMnH5nJjLxGCrC7XgvxcL5FIJBJJJRBCEA5khKJMMpGeVqQ/TiXiuXUNRiOe+oacRFTt06Wi6sZmqhoaMZpM8/hKJJLKkIxFGerp0hOEuo4y2HOM4MiwvlBRqG1ZjK+tg8a2DpraVlC3dDkm88V9saZEIpFIyiOloQogpSHJuRBJpHnLN3fSPRzhZx/YzvpF1bO+DyEEBx/v46l7ujBZjFz3zlW0bqiDX30Q9t8Nb/4BrLlx1vd7vkR27eLkbbdTfcstNP3jP8z3cCQXKNFgkl9+6QXi4RRv+IvN1PpsnLzjDmLPv8DSH/8I+/r157eDk7vgu6/Wf4cqmNz1+fsP8e0ne/mft27kxo0tZ1xXCMFwbzcvPvIgnU89SiISwVPfwNprXs7aa66nqmH2BcXZQgjBLb+9BYBfvO4XMk2nAKFpjJ4+mZOI+o4cIjQ6AoDFbqepY1VGIlpLU8cKzFbbPI9YIpFIJBKJ5MIglUwQn6LqKycElYhAsbPIP0azOZ/w43Zjc5YKPyVCUGa+lH8kEolEIjl3hBBEJ8Z1iWign/GhgUztmV6BlozFcusqBgOe+oZMOlFzRizSpaKqBp+UKCQXBOlUipETPXlBqPsYY/2nIXOu11PfqKcHta/QRaHlbVjs8gJtiUQikehIaagCSGloYfHzIz9nMDLIxzd/fL6HclaGQ3Fu+trTxFMqv/zQlSyprcyHtsBghAe/c4iRkyHWXNnElW9cguXuG2HoINz+ADRtqMh+z4fhL30J/7e+TcuX/xfPDTfM93AkFxiJWJpf/+duxgejvP4TG2lqr2boX/6Vse99j6YvfpHqN910fjuIjsGdV4HRBB94Amye2Rl4Cffv7+ejP9nDe65Yxudev3bq4QQn6HzyUQ488iAjJ49jNJvp2HoF6667gSVr16MYDBUZ32yye2g3737g3Xxux+d404o3zfdwFjzB0eGMRHSIviOHGD11AoTAYDTSsLxNTyNavZaWlWtweKrme7gSiUQikUgkFSWVTORkn3hG9ilN/YmFQnoiUME66VRyym0aTSZsbk9RxZetQPbJSUDOYiFICtwSiUQikSwshBDEghNFElGgIK0om+4MoCgG3HX1maqzTO1ZUwverFAk6z0l84CmqfhPn2Kw+yhD3XrF2MiJ42iqXmHrqKrO1IutyCUJyeOBEolEIjkTUhqqAFIaWlh8YdcX+NWxX/HgLQ9SY6uZ7+Gcla7hMG/6+tPUOi3c+6Er8Dor88VDTWs8e38vu/9wgqo6O9e/1YfvD68BFLjjT+BeWAkkIpnk+K1vI3X6NMvv+w3mxoU1PsnCJZ1Uue9/9zLUE+TVH1nP0rW1TNx3H/1/9Wm873gHvs/87fntQAi4+21w7EF47x+hpTI1WseGQtz41adY5XNz9/t3YDEViz+aqnJ8/24OPPIg3c8/i6am8bV1sPbaG1h1xdXYXK6KjKtSfPKxT/J0/9M8fMvD2E32+R7OBUc8HKb/2OGcSDTYfTR3Bby3eVG+0mzVGqobm2SSk0QikUgkkgVJOpksSfzJyD7hkF7xVZD+U5gKlE4mptxmVv6xOV2TKr6yNV/lhCCTxSo/M0kkEolEcpEjhCAWCuoC0VCm8iyTVDQ+OEA8HMqvrCi4a+oyQlFB5ZmvmepGnxSHJbOCEIKJoUEGu/X0oMHuYwz3dufq9yx2B762dhozgpCvrQN3bb383CqRSCSSGSGloQogpaGFRc94Dzf+5kY+vunj3LH+jvkezrR47vgYb//WM1zWUsWP37cNm9lYsX31Hwvw4HcPERlPcvnVNrZ03YzBtxrefT+YF9YXm0RvL703vQn7hg0s+c63L4i0FMn8oqoaD9z5IscP+HnF7WvpuLyR2IGDnHj727GvX6//HJ1vxPCuO+GBT8Mr/xl2fHh2Bl5CKJ7ixq8+RTCW4v6PXYWvKv+7GRjo48CjD3HosYcJB8awuz2sufo61l57A/VLllVkPJVmKDLEn937Z7x99dv55OWfnO/hXBSkk0mGerroO6JXmvUfOUw8EgbAWe0tkIjWUr90OQZj5f7uSCQSiUQiufRIp1IZwSdT9RUuJ/uEctVgsUiYeCh0RvnHYDRNEn5sLhf2swhBJquUfyQSiUQikZwbsXAok06UTyYKDA0wPtBPLBQsWtdVU6tLRI3NeJsyUlGjLhZZbPICOUl5woExBruPMVQgCWVlNaPZTMOy1qIE73St5AAA+CRJREFUoZqmFnmeRCKRSCTnjZSGKoCUhhYed/zxDnomenjgTQ9gNlwYHcT/9+IAH/7Jbl6xppGvvX0LRkPlDmomoikev/soR58dwudTuT79Eao2XwdvvBMW2MHU8XvuYeAzf0fDJ/+S2ve9b76HI1nACE3w0PcPcfSZIa5520rWXd1C2u+n9+ZbQIHl99yDqeY808f698C3boD26+HWn1bk90UIwYd/vJs/HhriR+/dxo62WpLxGEd3PsmBRx+kr/MQimJg+aYtrLv2Blq3XI7RdGG8z03FV/d+lW/s+wa/u+l3LHYvnu/hXJQITcPfd4q+zoO5SrPgyDAAZquNphWrciJRc8cqzLaFJZFKJBKJRCKZH9KpVJHgE4sUyz5TCUHpxJnkH2Ne6imo+LK5p079sbncmK02Kf9IJBKJRCJZMMQjYSaGBgkM9jOeSSfKVqBFJ8aL1nV6a3ICkZ5SlJeKrA7H/LwAyZwTj4QZ6u7KpAjpklB4zA+AYjBQt2gJjW0raGpfQWNbB3WLl2I0meZ51BKJRCK5GJHSUAWQ0tDC45GTj/DxRz7Ol675Eq9c9sr5Hs60+faTvXz+/kO854plfPZ1ayp+QPToc4M89pOjiFSCqxxfZdXrrkW56s8rus+ZIoSg7xN/TuhPf2LZ3XdjX7d2vockWYAIIXjy58fY/8hptr2+lZe8ehkileLkbbcTe/FFlv7kx9jXnufPTjwI37ga1CR88ElwVKb+8K7He/ji7w/z13+2ktf5khx49EGOPP0EqUQcb1ML6667gTVXXYerprYi+59rUmqKG+65gXV16/jKy78y38O5pAiOjtB/5FAmjegQIyePgxAoBgONy9v0JKKVa2leuRpntXe+hyuRSCQSieQ8UNOpvNiTqfgqlH1yElAkWwemz8/WIJSjUP7Jpf6UkX1KhSCzzS7lH4lEIpFIJBc1iWg0V3E2Ptivi0WZCrRIYKxoXUdVNdW+ZrwFyUTVPj2tyOpwztMrkJwvqUSc4eO9DHbpgtBQzzECA/255dW+pkyCkJ4i1LC8VVbcSSQSiWTOWJDSkKIo3wQKe6S6hRDtiqKsA74LtAPfAv5KZAaqKMo1wJ1APfBPQoj/LNjezcB/AGbgL4UQPy1Y9hHg74EI8D4hxJ8Kln0R+DBwCniHEGL/dMYvpaGFh6qpvOZXr6HR0cj3X/X9+R7OjPj8/Yf49pO9fOY1q3nfVa0V319oLM5D3z1E/7Fx2qxPc+1tW7BtfFXF9zsT1PFxet7wRgw2G8t/eS8GefWFpITnftfLs7/tZcPLF3Plze0oisLg579A4Mc/pvnf/42q173u/HYgBNz7Xjj4a3jP72DpjlkZdynP9Ph5351/4rX2PjomDhMY6MNss7Nyx1Wsu+4GmlesuuhOsPy+5/d8+olPc+f1d3Jly5XzPZxLmngkzMDRzpxENNB1BDWVAsDb1EzLqrW5NKJqX/NF97MokUhmjppOExkfIzw2RjjgJzw2hppKYjAaUQwGDAajPm3MTxuMRgwGI4rRiKFgfuH6uccF65duJ7e84LF8X5JcChTJP0WJPyHikXBOCCquAQuTisem3GZO/slUfE1O/CkvBEn5RyKRSCQSiWTmJOOxnEBUKhVlU2ey2N2evESUTSfKPLa73PP0CiSlqOk0o6dOMNR9LJcgNHrqBELTAL26ztfWga9NTxDytXZgc7nmedQSiUQiuZRZqNLQbuCvgWczs1QgCXQC9wP/DXwV+JkQ4ruKotQDXcC/APcCPwf+nxDikYxo9DzwAWAP8Cvg1UKII4qivDKz/luACeBHwBYhhF9RlA8A/wDcBDQA/wxsEEIkzzZ+KQ0tTL5/8Pt86fkvcc/r7mFlzcr5Hs600TTBx366h9+9OMCXb93E6zY0z8k+9z7QzTO/7cVumODlb29j8RWbKr7fmRB55llOvuc9VN/8Jpo+//n5Ho5kAbH/kVM88bNjrNru42XvWo1iUBi/914G/vYz1Nx2G42f/qvz38kL34fffhxe9hm4+lPnv70S1HSK3U8+xU9/dC/NoeMoCFpWrWXddTewYvuVF3Xv+Tt//04CiQD3veE+DIrs415IpFMphnu76Os8xOnOg/QfOZzrVHdUVecEopaVa2hY3obBaJznEUskktlCCEEsFCQ85icSGCM05s9NZ+WgcMBPNDihi7ULhEkikdGIITOvdJnBYMiISwXzjAYUQ8GyItHpzOvr+yhePz+Gku2UW2bIbK9k/bxMVW4fJc/JbFtyYaCm0zmhp1jwyd9i4TDxklSgM8k/isGQr/3KST+ZxB+nOycE5ZfrN4tdyj8SiUQikUgkC4FUIq5Xng0N6JVngwOMD/UTGBwg5B8t+v5lc7lzFWfZZKJsUpHd7ZGf7yqE0DQCg/0MFghCI709pFP6qUSb06WLQZkEIV9bx0WTGC+RSCSSi4cFJw0pimIDRoAGIUSsYP4bgG8AS4QQCUVRNgJfEUK8VFGUPwfeI4TYWLDuzUKIdyiK8t/AMiHEGzLL/hyoE0J8RlGUXwPHhRB/nln238ABIcS3FEXZC3xPCPHfmWW/zuzvobO9BikNLUwmEhPccM8NvGr5q/iHK/5hvoczI+IplXd++xn2nZrgh+/dyrbWuflQOXKohwe/vpNAqokNV9ex/Za1mMwL5yTw8P/P3n2HR1VubRz+7Zn0hDRIIIReQ5OOiqggoGCht4AF7NiwH8unx67H3rtiQUIXsAsKCKL0Dgm9JRBKEkgvM+/3RyKGXrInQ3nu68qVMHvvtVYigpDH9b7+Bns//pjYt94i9IrLvT2OnAaS5u1k+sjV1G5eiW63NsXhdJC7bBlbrr2OoLZtqP7xx1hlPfd51xr4uBNUbwfXfQsO+/6d2L11MytnTGP17BnkZe4n2xlM885dueTK7kTExNrW53S1eu9qBn4/kP+0/Q/XNr7W2+PIcRi3m7SU7SQnriY5cRXJSavZtysVAF//AGLqNzxwpFlMg4ZnddhN5ExWmJdXEvwpeUtPO+x9dvpeXEVFhz0bFBZOcEQkFSIrEhwRSUhERUIiIwmJrFj8cUQkvv4BuN0u3G43xuXC7XIV/9jlxu1yYdwlr5V63fzzsbvUx66SZ9yuo9dxl3xc+lrJs4fWOdD30B6H1Tikr7vUs0es7y65dvjXyyss66BQ079bnZxHDB8dGko6+P4jv2Yd9f5Deh4WpnIcEug6pM5h/Q7dPnXI53XINqp/nrGs8t065SoqIj8769+tP9nFQaAjb/z5960g9xjhH8tRHPipEFqy4edYR4D9+7FfYJC+OSQiIiJyliosyGf/rlTSS7YTFW8oKt5WtH/ProMCRf5BwaU2FBW/D68cQ0RMVQJDw/TfjCfIGEPm3j2lNgitJXXjBvJzsgHw8fencu26VKlbn8p1GxBTtwFhlavo6ysiIqe90zE0dCHwC8XBoarATIq3BA2jeNNPn5L7LGCvMSbSsqyRQLox5v6SazHA78aYRpZlzQC+Nca8Xar+k8aY7pZlbQJGGGOmllyLBy6h+EiyIqDlP0eSWZb1KOA2xvzveJ+DQkOnr6f/eprvNnzH9H7TCQ8I9/Y4JyUjp4C+H8xld2Y+E4e3p37l8lk3WrhpIXPfncDK7MupWDWIrjc1pWLs6bEq0xQWsnnwEAq2bqXO5G/xjYnx9kjiRZtX7OHHD1ZQtX4YV9/VHB9fJ4W7drG5X38sPz9qjR+HT0RE2ZoU5MAnnSBnL9z+J1SoXOa587KzSPzzD1bOmEbqxnU4nD4UxDbix/zq3D+sBz1bVitzjzPFE38+wS+bf2F6/+mE+oV6exw5BZl79xw4ziw5aTW7t2wCY7AcDqJr1SneRtSo+Fiz4PAy/vsoIsfkdrnIzkg/ZiAoOz3twF9uluYbEFgS/Ik88vvIigSHR+D08fXCZ3bmMG73IYEpd6kgkusY4aPS4ahSzxwUmHIfXOegUJb78B5HuP+gfq5DehzltYOuHTrzke4vWb/vbYcFiUpthDro2lGCR/+Gow6+hjHk52QfFAgqyM056hyW5cD/QOgn5LANPwe2/gT/ExAqvs8/MEhbo0RERETkhBUVFrJv186S485KthPtSCEjdQf7d+3CmH//O90vMJDwysVHnZXeThRepSrB4RHndOAlN3P/vxuE1hdvEcrZlwEU/xmjUo1axNRrcGCTUMXY6tq8LSIiZ6TTMTR0E3ALMAJIA94AfIGVAMaYB0rduxtoAHwKzDTGvFPyejCQYowJsyxrEfCUMea7kmtNgNHGmOaWZe0FOhpjVpRcuwq4FbgW2A+EGmMyS67dCTQwxow4yty3ljxLjRo1Wm/ZssXGr4rYZW36WvpO7ct9re/jxqY3enuck7YtLYfe78/F38fBt3e0Jzo0oHwar5jA5tHv8Xv2QxS4g7iwd13O61QNy+H9PzAUbNnCxt59CGzalBojPy/+y3s556Ssy2Dq20uJjAmm130t8Qv0wV1QwNbrbyAvKYlaYxIIaGjDsYRT7oIlo+C6SVD3slMuY9xutq5czsqZ01g//y+KCguIqlGLppddzpbwhtw3ZT1D29fiqR5Nyj7zGSIjL4PO4zvTq14vnrjwCW+PIzbJz8lmx9pEkpOKjzTbuW7tgfXM4VViiG3YpHgbUVxjImJiz+m/iBI5UcYY8rKzSgWB9h50bFj2P4GgfRmHHRXmcDoJDo8s3gYUURL+Kb0pKLIiFSIr4hcY5J1PTs46xpji8NRBm5tc/752hPDRsa4d8TW3C+M6Ro9Dg1pu98EbrUqFrQ597Xj3YwwBwSEHwj6Hbf05JBCk8I+IiIiIeJurqJD9u3eRvjPl31DRzhTSd6awb1fqQcF/X/+AkgDRP1uKqh74cUh45Fn137YFebmkblxfEhJaR+qGtQc2amNZRMbEUqXeP0eMNSCqZm18/Py8O7SIiIhNjhYaKuPZLafOGPMZ8Nk/P7Ys6w5gc8nb3kNuzwOCKN4KlH+E1znFa//skj/ac0ea+2PgYyjeNHS0+8S7GkQ0oG2VtoxJHMP1ja/Hx+G1n+qnpHpkECOHtmXgx38x7IsFjL3tQkL8y+FzaNaPWl3WMGjm7cwIeJc549exZeUeOt/QmOBwf8/3Pwa/mjWp8vjj7Hj8cfZ+9jmVbr3Fq/NI+du9LZMf3ltGhcgArrm7OX6Bxf9OpD73PLlLlxL75hv2BIZWTIAlX0OH+085MLRvVyqrZk1n1azf2L97F/7BwTS9rCtNO3YlunZd1u3K4vH3/qRNzQgeu7JR2Wc+g0xaP4kCdwGD4gZ5exSxkX9QMLVatKZWi9ZA8V9MpW7ccGAb0YbF81k1q/jk18DQsOJNRCUhouhadXGW9ThBkTNMYUF+ceAnLY3M9L1kHwgFpRW/T08jOy3tQPiutMAKoQc2AUXVrHPEDUFBoWFn1V/qyunPsqwDx5WJiIiIiIj3OX18iYiJJSIm9rBrrqIiMvfsLg4Rpe4go2Q70Z5tW9mwcP5BxzD7+PkXB4hKNhP9GyiqSoXIiqf1nz2LCgvZs2XTgYDQzg1rSUvefmADU2hUNFXq1Oe8Lt2pUrcBlevUwz9I/3ONiIice06n79DsAiwgBTj0jJYKQAHFG4mijvA6J3htbelrxphcy7JyS64lH+E5OYMNjhvMfTPvY9a2WXSu2dnb45y0ZtXCeG9IK27+ciF3fLOYz25og6+zHP4DvNPjBO1O5MrEG1jVZTx/ztpHwrPz6HRtHHVbRnu+/zGE9elN1pzZ7H77bYIvvIDAZs28Oo+Un4zUHL57eyl+gT70GNGCwArF/3dH+pixZIwbR8VbbyW0W7eyN9q7Ab4bAdUvgE6Pn9SjhQX5rJ83l5Uzp7F15XKwLGo2a8HFg4dSr80FB/6PlMy8Qm7/ehFBfj68N6QVfj6n7x+s7eZyuxibOJZ2VdpRP6K+t8cRD3L6+FK1QRxVG8TR9po+GGNIS9lOcuKqA0earV/wF1B8DnxMvYYlIaImVK3fUNtP5IzldrvIycg44hFhpTcF5WVnHfasj7//gU1AMfUaloSAKpbaFhRJcERFfHx1VJiIiIiIiIicOqePz4FNQrUOueZ2u8jcs5v0Q7YTpaVsZ9OSBbiK/g0UOX19DzrmLKJKzIEj0CpUqoTDUX7/U4Hb7SIteftBG4R2b9l0YN7A0DCq1K1Pgwsuokrd4k1CQWHh5TafiIjI6cxroSHLst4DphljJpe8dCFggKVA/1L31Qb8KQ7+LAD6lCrTkn/DPgtKanxzjGt/HuHawpJrE0pdSyrL5yanh47VOxITHMPoxNFnZGgIoFPDaF7o3ZT/TFzBY5NW8HK/8zx/pIvDAb0/wvq8G03XDSN2+M9Mn5LDzx+tpFH7GDoMqI9fgHd+6bAsi5inniJ36TKSH3yQOpMm4QgO9sosUn6y0vOY+tZSjIEeI1pQIbL4uL6cRYvY+fzzBF9yMVEj7il7o6J8mDAMHD7Q91NwHv/nuTGG1A3rWDlzGol//kF+TjZh0ZVpP2AITS7tTGil6MPuf2j8crak5fDNzedTubyOHjxN/LH9D1KyU3io7UPeHkXKmWVZVIytTsXY6pzXuTjgl5W2l+SkNSQnrSJ5zWrmTRqHMW4sy0FUrdrFIaKSY81CIiK9/BnIuc4YQ3529oHgz6GBoOx/AkEZGQf+j8V/WA4HweERhERWJCKmKtWbNDvikWH+QcE6uk9ERERERES8yuFwEhZdhbDoKnBey4Ouud0ustL2kr6j5Miz1JJQ0Y4UtixbctC2XKePD2HRVY5w5FlVQitFlWlLqTGG/btT/90gtH4tqZs2UJiXC4BfYCCVa9ejZfcexNRrQJW6DahQKUp/5hYRETkKyxjvnLBlWdatwAPA7YAf8A4wF7iZ4m1D9xpjRluW9QlQxRhzjWVZlYAtQHfgL2AqsN4Yc7dlWc2BP4Dzge3AbGCUMeY1y7J6AO8CbUvaLwJGGGMmWpZ1D3ADcClQFVgCXGKMWXS8z6FNmzZm4cKFdnw5xEM+W/EZby5+k0k9Jp3RWy1en7aWt39bx71d6nNvlwbl0zRjK3xyGfhXwDVsOgt+z2Dxz1uoUCmQrsMaU6VOWPnMcQQ5Cxaw5YahhPXqRdUXnvfaHOJ5eVmFTHptMVnpefS6ryXRNUMBKNy5k039+uMMDqbW+HE4Q0PL3uyn/8C8D2FQAsRdecxbc/ZlsHr2DFbOmMbe7Vvx8fOnwfntadKxK9UbNz3qWt6P/9jACz8m8viVjbjlkjpln/kMc+uvt7Jx30Z+7vvzGXdspHhefk4OO9YlHjjSbMe6JIoKik+QDa8cQ2xcY6qWHGsWWbWa/qJHbFNUUFAc/im1CSiz5H1WqWPD/vn5WFpAcEjxRqCDAkAVDz4qLCysXP/vShEREREREZHyZtxustLTDmwmyii9qSh1B0X5//6Z2uF0EhZdmfB/gkSVS7YUxVQltFL0YcfYZ2ekHzherHiL0DpyM/cDxeGkqFp1DmwPqlK3AZFVY0/rY9NERES8xbKsRcaYNoe97sXQkAW8SnFIqBAYBTxujMkuCfkkADkUbx/qaIxZXfLc7cBbQDaQAVxojEktufY8xUGkAoqPIru45AgyC/iK4i1FFvAb0MMYYyzL8gd+BNoAAcCnxpg7T+RzUGjo9JeRl0GXCV3oUbcHT174pLfHOWXGGB6asJwJi7bzct/zGNC2evk03joPvrwaalwI104kZWM200euJisjnzbda9Lmylo4yuPItCPY9eab7P3wI2LffMOeY6nktFOQV8SUN5eyd3sW19zdnNiGEQC48/PZcu11FGzYQK1xY/GvV6/szdZ8D2OHwPnDoftLR7zF7XKxaelCVs6YzsbF83G7XMTUa0jTTl1p2P5i/IOOvfXqrw17ufazeVzRpDLvDW51zgUeNu7bSM/JPbmn5T3cct4t3h5HzgCuoiJ2bdpQfKRZSZDon78QCqwQeiBAFNuwMZXr1MXpoyOb5GBut4vc/fsPOhrs8CPD0sgr+XlVmo+vH8EHjgX7NwD07/uKBEdG4uvn74XPTEREREREROTMYYwhOz2NjJ07SE8tCRTtKA4TZezccWBDEBRv6w2Lqkx4lRh8/PxI3biBzL27i69ZDipWr1ESDioOCFWqUVN/JyQiInKCTrvQ0PFYllUFaA38bYzZe8i12kAcMNsYk3XItcZALDDLGFNwyLW2QHDJNVPqdQdwEZBvjJl/ojMqNHRmePLPJ/l5889M6zeNMH/vbccpq0KXmxu/WMDcDXv57IY2dGwYffyH7LB0NEweDm1vhqteIz+3iNlj1pI0byeVa4fSZVhjwqODymeWUkxhIZuvvZaCTZupM/lbfKtWLfcZxHNchW6+f28ZyWsz6H5bU2o3jwKK/4C549HH2Dd5MtXefYcKXbqUvVnGNviwA0TUhJumgc/B3wDem7yNVTOns/qP38nOSCcoLJzGl1xG045dqFitxgm12Lkvj6vfmU1ooC9T7+pAiP+5t2XnhXkvMGHtBKb1m0bFwIreHkfOQMYY0nckk5y4uuRtFRmpOwDw8fMnpl6DAyGimAaN8A8q/9+bpHwYYyjIzSErLe2IgaDs9DQy04vfG/chR4VZDoLCw0vCQCWhoEMCQcGRFQkIDjnnwp0iIiIiIiIi5c0YQ86+jMO3E+1MoTAvj+jadQ+EhCrXrodvQIC3RxYRETljnXGhoTOBQkNnhsS0RPp/158H2zzIDU1u8PY4ZZKZV8jAj/5my95sxt52IU1jyykE9esTMPdtuPJVaFe8IWTdwlRmjU7C5TJcPKA+jdrHlPs31wq2bmVTr94ENG5MjS+/wCrDOchy+nC73Pzy6So2LtlN56GNiLsg5sC1tK9Hkfr881S6806i7r6r7M1chfDFVZC6Gm6bBRXrAsXHJCX9NZtVM6eTsnYNlsNBnVZtadqxK7VbtjlsRe6xFBS5if/kb9bs2M+UOy+ifuUKZZ/7DJNVkEXn8Z3pXKMzL1z8grfHkbNIVnoaKSVbiJKTVrNr00aMcWNZDirVrEW1uCYHgkQhkQqrnQlcRYXFYaADAaC9hxwVVvy+MD/vsGf9g4IPHBV2IAB0aCAoLAKH/ntBRERERERERERERM4xCg15gEJDZ44bfrqB1JxUfuj9A07Hmf2NotT9efR5fy4FLjeThrenemQ5bFJwuyAhHtZPh+u+hTqXApCZlsdvX6wmeW0GdVpG0WlIHAEh5bsKNGPyZHY88ihR946g0u23l2tvsZ8xhhmjElnz5w469K9P887/HsWXPW8+W2+8kZBLL6Xau+/Ycy719KdhzuvQ9zNM074kr1nFypnTSPp7DkX5+URWrUbTTl1pfMllBIdHnFKLp6au4ou5m3knviXXND83N2IlJCbwwrwXGH3laJpFNfP2OHIWK8jNYce6tWxPXEVK0ipS1iVRlJ8PQFh0ZWIbNiY2rgmxcU2IjK2mTTLlyLjd5GbuPyQAdMiRYWl7DxxBV5rTx4fgf44JO+JRYcUbg/R/G4qIiIiIiIiIiIiIHJlCQx6g0NCZ4+fNP/PQrId457J36Fi9o7fHKbN1qZn0/WAuURX8mTi8PeFBfp5vmrcfPusKmTvhlt8PbGQxbsOS6VuZN2UjASG+dL6hETUal982B2MMKQ88yP5ffqHW6G8IbN683HqL/eZOXM+SaVtpc2Utzu9R58DrhcnJbOrXH2dEBLXGjcUZElL2Zut/g1F9yIwbzGr/TqycOY2MnTvwCwykYftLaNqxKzH1G5YpVDBlaTIjxizlxotq8+Q1jcs+8xnIGEPPKT0J8Q1h9FWjvT2OnGNcRUXs3ryR5JJtRNsTV5G7fx8AARVCiW3YqCRI1JjKderh9Cnf4OvZoiA359/gz6GBoJLXstPTcbuKDn7QsggKDfv3qLDIiiUfH7wpKLBCqAJeIiIiIiIiIiIiIiJloNCQByg0dOYodBfSbWI36obV5ePLP/b2OLb4e+Nerv9sPi2qh/PVTe0I8C2HDUppm+CTyyC4Etw0DQLDD1zavS2TaZ+tIn1nDuddVo0Le9fFpzxmAlz797OpV29wOqn97bc4Q4LLpa/Ya/EvW/jr2w00vTSWSwY1OPANYnduLpuHDKFw6zZqjR+Hf+3aZe5VlLadDa9cw8r0KLZk+GOMoXrjZjTp2IUG519ky7aKpJ2Z9HrvT5rGhjL6lgvwddqwGekM9PeOv7nl11t4ocMLXFP3Gm+PI+c4YwzpO1JITlpFcuJqUpJWk74jBQAfXz+q1GtQsomoMVUbxOEfdG7/fuIqKiI7I63kuLC9B95nl4SCMtPSyE7fS0Fu7mHP+gUG/hsGKgkCBUdUpEKpI8OCwyNO6rhHERERERERERERERE5NQoNeYBCQ2eWj5d/zDtL3mFKrynUCatz/AfOAFOXpXBPwhKuOi+Gdwa1xOEoh/8Lf/Mc+Kon1L4UBo8D57/f7CsqcDH32w2smLGdyKrBdL2xCZWq2bAR5gTkLFrEluuuJ6xHD6q+9GK59BT7rJqdzMxvkqjftjJdhzXGKvm5bIwh5aGH2f/DD1T74H0qdOxYpj67Nm9k5YxfWfPb9+QVQkh4GE0v60aTS7sQXiXGhs+kWGZeIT3f/ZP9eUX8eE8HokPP3SNzRvw+gqW7l/Jrv1/xd/p7exyRw2RnpJOStIbticVBol2bN2DcbrAsomrUIjau8YFjzSpUrOTtcW1hjCE3cz9ZJUeFHX5kWHE4KGf/PjjkzwoOpw/BERGHHA9WsdT7SEIiIvELLIfjU0VERERERERERERE5IQoNOQBCg2dWfbm7qXrhK70rd+Xxy943Nvj2ObjPzbwwo+J3HJxbR6/qpyOP1r0BXw3Ai64E7q9cNjlLSv38ttXa8jPKeTCXnVpfln1AyEQT9r99jvsef99qr72KmFXXeXxfmKP9Yt28eunK6neuCJX3tEMZ6mNPHs/H8mul18m6t57qXT7badUPzcrk8Q5M1k5Yzq7Nm/A6bCoF7KLplf0pUafB3A47N2IZYzh9lGLmL5mF6NvPp/z65TfcX2nm5SsFLpP6s5NTW/inlb3eHsckRNSkJfLjnVJJCeuJjlpNTvWJlKYnwdAaFTlUiGixlSMrY7lOL22iBXm5f17NNg/QaCDjg0r3g7kKio67NnA0LBSQaCS94ccGRZYIfS0+5xFREREREREREREROTYjhYa0nkAcs6oGFiR7rW7M3XDVEa0GkGIX/lswPG0Wy6uQ0pGHp/M3kRMWCA3dij70U3H1Xoo7FoDf78H0XHQ6vqDLtdsWpH4J9oxY1Qif05Yz5aVe+l8Q2NCIjy7ZaTSHcPJnjuXnU89TVCLFvjGxnq0n5TdttVpTPt8FVXqhNHttqYHBYay/vyTXa++SoUrrqDibbeeVF2328XW5UtZOXM66xf8hauoiOhadbms5+XEJT5L4Hk9oO9DYNkfZvvoj438siqV/7uq0TkdGAIYmzQWgAENB3h5EpET5xcQSM1mLajZrAUAbpeLXZs3loSIVrFl+RLWzJ4BQEBwCFUbNio50qwJlevUw8fX1yNzuV0usjPS/w0EHRIE+mdrUH5O9mHP+voHHAj9xDZsRHBEJBUiDz4yLCg8wmOzi4iIiIiIiIiIiIjI6UmbhspAm4bOPKv2rGLQD4N4pN0jDGk0xNvj2MblNtzxzSJ+XZ3K+4Nb0b2ZfccsHb1pEYzuD5tmw/VToNZFh91ijGH1nBTmjF+H08dBxyFx1Gsd7dGxCrZvZ1PPXvjHxVHzyy+wfJSNPF3t3LiPKW8uISwqiN4PtMQ/6N9vVhds28amfv3xjY6m1pgEHMHBJ1QzY+cOVs2azspZv5G1dw8BIRVo1KEjTTp2oXLlCPiwAzj94LY/ICDU9s9p7oY9XPvpPLo1rcJ7g1theSCUdKbIK8qj64SutKnchjc6veHtcURsY4whI3VHcYgocTXJiatI35EMgNPXlyp1GxRvI4prTNUGjQgIPnZI2RhDXnZWcegnbS+ZJaGgQ48Ny96XcdhRYZbDURwAiqhI8DE2BPkFBp7Tvx6JiIiIiIiIiIiIiJzrdDyZByg0dGYa8uMQMvIy+K73dziss+d4jbxCF4M/+ZtVKfv55ubzaVMr0vNNczPg086Qmw63/A4RtY54W0ZqDtM+X8WuLZnEXViFiwc0wC/Qc2GefVOnkvLwf6h0z91E3XGHx/rIqdubnMW3ry3GP9iXPg+2Ijjs3y1U7uxsNscPpjA1ldrjx+FXo8YxaxXm57Fu3lxWzpjGttUrwLKo1bwVTTt2pW6b84s3ZxgDCYNgw+9w0zSo2sL2z2nnvjyufmc2YYG+TLmrAyH+53ZgbfL6yTzx5xN8dvlntItp5+1xRDwqZ18GyUmrDxxptmvTBtwuF1gWUdVrUjWuCdG16lCQk12yKSit+H16GtlpaRQVFhxWM6BC6OFHhUVUJCQy8kAYKDA01PYjFkVERERERERERERE5Oyj0JAHKDR0Zvph4w88MvsR3u/8PhdXu9jb49gqLbuAvh/MJT2ngInD21M3qhyOYNuzHj69DEJj4aZfwb/CEW9zudws/GEzi37aTIWKAXQZ1oSYumEeGyv5oYfZ/+OP1Bz1NUEtW3qsj5y8/XtymfjKIgD6PtSa0EqBB64ZY0i+9z4yp02j+scfE9Lh8A1W/9y3Y10SK2dOI2nuHxTk5hJeOYYmHbvQ+JLLCK0UdfADf70HvzwG3f4HF9xu++dUUORm0Md/kbQzkyl3XUS96CP/e3CuMMYw8PuBFLoLmdRjkjacyDmnMC+PHeuTDoSIUtYmUpiXC4CPn/9BwZ/SoaB/jg0LDo/Ex8/Py5+FiIiIiIiIiIiIiIicLRQa8gCFhs5Mha5CLp94OXGRcXzQ5QNvj2O7LXuz6fP+XIL8nUwafhFRFfyP/1BZbfgdRvWD+pfDoG/gGFsPdqzPYPoXq8ncm0fr7rVoc1UtnE77Nz65MjPZ1Ks3WBa1J3+LM6QcAlRyXNn78pn06mLyswvp/UArKsYe/M9lz0cfs/uNN4h+6CEq3nTj4c9npLN69gxWzphGWvI2fPz9aXhBB5p27EpsoyZHDqckL4bPLv/356cHAiz/nbKSL//awnuDW3HVeeVwPOBpbtnuZVz747U8ccETDGg4wNvjiHid2+Vi/+5dBFSogH9QsIJ0IiIiIiIiIiIiIiJSro4WGjp7zmYSOUG+Tl8GNBjAnOQ5bNm/xdvj2K5mxWA+H9qWPZkF3PjFArLzizzftO5l0O0lWPsT/PbMMW+NqRfOwMfb0fD8Kiz8cTOTXllMRmqO7SM5K1Sg6iuvULhjBzufOfZMUj7ycwr57p1l5Owv4Oq7mh8WGMqaNYvdb75J6FVXEXnjsAOvu4qKWL/gbya/8iwfDb+BP0Z9jn9wMF1vvZvbP/yabnfcR7XGTY/8Tfi8fTBhGIRUhp7veiQwNHlJMl/+tYWbOtRWYKhEQmICIb4hXF3nam+PInJacDidhFeJISA4RIEhERERERERERERERE5bSg0JOek/g374+PwYUziGG+P4hHNq4fz7uCWrErZx12jF1Pkcnu+abtboM2N8OebsOzYX1e/QB86D23MFbc0Zd+uHMa+sIDVc1Kwe/NZUKuWVBo+nP1Tv2Pfd9/bWltOTmGBix/eW076jmyuvK0ZVeocfDRd/qZNJD/4EP5xccQ89yyWZbF3+1Zmjfqcj+8YypRXn2PHuiTaXN2boa9/wOBnX+W8zlfgHxR09KbGwHcjIGMb9PscgiJt/7ySdmby6KQVtKsVySPd42yvfybak7uHXzb/Qq96vQjyPcY/HxERERERERERERERERHxKh9vDyDiDZUCK3F5zcuZvH4yd7e8+6z8xnbnRpV5tldTHv92JU9MWckLvZt5druBZUH3l2HPOph6N0TWheptj/lIvdbRVKkTyvQv1jBjVCKbV+yh03VxBIb42TZWpdtvI3vuXHY+/TSBLVvgV62abbXlxLiK3Pz80Up2bNzHFTc3pXrjg8M7rqwstt91N5aPD9GvvMzKP2excsY0dqxPwuF0UqdVO5p26kKt5q1x+pzEb1uLvoBV30LnJ6HG+fZ+UsD+vEJuH7WIkAAf3h3cEl8PHLN3JpqwdgJF7iIGNhzo7VFERERERERERERERERE5Bgsuzd7nEvatGljFi5c6O0x5BQt272Ma3+8lsfPf5xBcYO8PY7HvPJLIu/N2MCDlzfgrsvqe75hThp80gkKcuDWGRB2/JCOcRuW/raNv6dsICDIl8tuaETNJhVtG6lgezKbevXCv359an79FdbJBE+kTIzbMG3katYtSKXjkIY0uTj2kOtutt11N1sXziP9yq5s3LCWooJ8KlarQdNOXWl8cSeCwsJPvnHqKvjkMqhxIVw7CRz2BnqMMdz29SJ+S9xFwi0X0K62/VuMzkSF7kK6TehG/Yj6fNj1Q2+PIyIiIiIiIiIiIiIiIiKAZVmLjDFtDn1daxHknHVepfNoUrEJoxNH234s1unkwcsb0rtlLK/+upaJi7Z7vmFQJMSPhaI8SBgEBdnHfcRyWLTsWoP+j7QhIMSX799Zxh9j11JU4LJlJL9qsVR56ilylyxhzwcKMpQXYwx/jF3LugWpXNi77mGBof17dvH7Iw/wfcp65tWuwubNG2hy6WUMef51bnj1Pdpc3fvUAkMF2TB+KASEQZ+PbQ8MAXw4ayO/rk7l0e5xCgyV8vvW39mVu4v4uHhvjyIiIiIiIiIiIiIiIiIix6F1G3LOsiyLwY0G8/icx/lrx1+0r9re2yN5hGVZ/K/veezKzOM/E5cTHerPxfWjPNs0Og76fQ6jB8C3t0P/L08ouFGpWgX6P9KGvyZvYPnv29memE7XGxsTVb1CmUcKu/oqsmf/wZ4PPiD4ovYEtWpV5ppybPO/28TKWcm07FqDVlfUBKCooID1C/9m5YxpbFm+BIDKYeF0vPl26re7EF//gLI3/vHh4mPyrp8MIdFlr3eIuev38MoviVx1Xgw3dahte/0zWUJiAtVCqtEhtoO3RxERERERERERERERERGR49CmITmndavVjciASBLWJHh7FI/y83HwwbWtqRcdwvBRi1mdst/zTet3ha7PwpqpMOulE37Mx8/JxQMacM3dzcnPLmTC/xay5NetGHfZt0FVfuIJfGNjSXnwIVyZmWWuJ0e37LdtLPxxM40uiuGC3nVI3bie3z7/gI9uv54f3nqZtK2bqb83kyvcAQz++CsaX9zJnsDQsrGwdBRc8iDU6Vj2eofYsS+XuxOWUCcqhJf7nodlWbb3OFMlpSWxKHURg+IG4XQ4vT2OiIiIiIiIiIiIiIiIiByHQkNyTvNz+tGvQT9mbZ/Ftsxt3h7Ho0IDfBk5rC0h/j4M+2I+KRm5nm964Z3Q4lqY9T9YOfGkHq3RpCKDnmxHraaVmDtpPVPeWkJmWl6ZxnGGhBD7yssUpqay8+lnylRLji7x7x3MGb+OGk2DCItcy6hHRjDq0XtZ8fuv1GrRmj73Pcplm3cTl+ui4Tvv4vD3t6fxnvXw/X1Qoz1c+og9NUspKHJzxzeLySt08eG1rQn217K+0sYkjSHAGUCver28PYqIiIiIiIiIiIiIiIiInACFhuScN6DBAJyWk7GJY709isfFhAXyxY1tycl3MXTkfPblFnq2oWXB1a9DjQth8h2QvPikHg8M8aPbbU3pdF0cqZszGfvcfNYtTC3TSIEtWhB1153s//579k2dWqZacriNS1KZ9ulPOK1f2PDXS8z86hMcTh8633QHt3/4NVfeeT/Oz7+kMDmZam+/hW+VKvY0LsyDCUPBxw/6fgpO+wM9z/2wmiVbM3ilf3PqRYfYXv9Mti9/Hz9s/IGr6lxFmH+Yt8cRERERERERERERERERkROg0JCc8yoHV6Zzzc5MWj+JnMIcb4/jcXFVQvnoutZs2pPNbV8vJL/I5dmGPv4w4GsIjoYxg2H/jpN63LIsGl9UlYGPtyW8chC/frqK6SNXU5BbdMojVbz1VgLbtGbn089QsO3s3jBVXtJ3pvDTex8z+eURFGROwlWwleaXX8X1L7/DtS++QYvLryQgJITdb79D9h+zqfJ/jxPUurV9A0x7AnaugF4fQFisfXVLfLtkO1/9tYVbLq7Nlc1ibK9/ppu8fjK5RbkMihvk7VFERERERERERERERERE5AQpNCQCDI4bTGZBJj9s+sHbo5SL9vUq8Uq/5vy9MY2Hxi/H7TaebRgSBfEJkLe/ODhUePJHo4VHB9H7wVa0vaoWa+fvZMxz80lZn3FK41hOJ7EvvwwOBykPPoQp9PDGpbNUQV4uK2dOZ8x//8PnI25l9R/f4RcUQ7fhD3P7R1/R6YZbiKpZ+8D9+3/+mb0ffUR4//6EDxxo3yCrp8L8j+GCO6Fhd/vqllizYz+PTlpBu9qR/KdbnO31z3Ru42ZM4hhaRbciLlJfHxEREREREREREREREZEzhUJDIkDL6JbERcYxes1ojPFwgOY00atlLA93a8jUZSm8/EuS5xtWaQp9P4GUJTDlLjiFr7PT6aDdNXXo81BrLAsmv7aYv6dswOVyn3Qt36pViXn6KXKXLWPPBx+c9PPnKmMMyUlr+OXDt/nwtuv55YM3ydybRkDYpUTWvIuhr75Ek46X4PTxPei5vKQkUh59jMAWLaj8xP9hWZY9A6Vvgal3QdWW0OUpe2qWsi+3kOGjFhEa4Mu7g1vi49Rvm4eakzyH7VnbiY+L9/YoIiIiIiIiIiIiIiIiInISfLw9gMjpwLIsBscN5sm5T7Jg5wLaxbTz9kjlYvildUnJyOXDWRuoGh7A9RfW8mzDuKug8xPw2zMQHQeXPHRKZarUCWPg/7Vj9rh1LPppC9tWp9H1xiaEVw46qTqhV15J1uw57PnwI4LbtyeoTZtTmudckJWexuo/fmflzOmkp2zH1z+Ahu0vpk6rS/hzUjZOl6H3A60JifA/7FlXRgbb77wLZ0gIsW+/hcPPz56hXIUw8abiAFq/z8HHprol3G7Dg+OXsT09l4RbLyC6QoCt9c8WCYkJRAVG0blmZ2+PIiIiIiIiIiIiIiIiIiInQaEhkRLda3fn9UWvMzpx9DkTGrIsi6euacLOfXk8NXUVVUIDuLxJFc827XA/7EqE35+DqDhodM0plfEL8KHz9Y2o2aQiM79JZOzz8+nQvz6NO1Q9qS02lR9/nJxFi0h++GHqTJ6MMzT0lOY5G7mKCtm4aAErZ05j09JFGLeb2LjGtOsxggYXdsBV6GTSq4spzHPR6/5WRwxtmaIiku9/gKLUVGp+/RW+0dH2Dfj7s7B9AfQbCZF17Ktb4sM/NjBtdSpPXt2YtrUiba9/Nti6fytzkudwR4s78HX4Hv8BERERERERERERERERETlt6JwVkRIBPgH0rd+XGdtmkJKV4u1xyo2P08Hb8S1pVi2ce8YsYfHWdM82tCzo8Q7EtoZJt8KO5WUqV691NIOeOJ8qdcKY+U0SP36wgtzMghN+3hkSTOyrr1C0azc7n3rqnDme7lj2bN3MzK8+4aPbb2Dq6y+QumkDbXv0ZdgbHzHo6Zdp2qkrGF++e2cZmWl5XHVnc6JqVDhirV2vv0H23LlUeeq/BLZoYd+Q66bDn29B66HQtI99dUv8uX4Pr/6SxNXnxTDsolq21z9bjEkag4/Dh/4N+nt7FBERERERERERERERERE5SZa+QX7q2rRpYxYuXOjtMcRGO7J20G1SN4Y2Gcp9re/z9jjlak9WPn3en0tWfhGThrenVqVgzzbM3AkfdwLLAbfOgJCybaAxbsOy37fx1+QN+Af5ctl1cdRqVumEn9/z4UfsfvNNYl58kfDevco0y5koLzuLxD//YNXMaezcsA6H04e6bdrRtFNXap3XCofTeeDeokIX37+7jJR1+7jy9mbUOu/IX+d9331PykMPETF4MFWefMK+YffvgA87FP+cueV38A20rzaQkpHL1e/MoWKwH5PvvIhgfy3lO5Kcwhy6jO9Ch2odePmSl709joiIiIiIiIiIiIiIiIgchWVZi4wxbQ57XaGhU6fQ0Nnpvhn3sSB1AdP7TSfAJ8Db45SrTXuy6fP+n4QG+jJpeHsqhvh7tmHKUvi8G8ScBzd8Bz5l77c3OYtfP1tFWko2zS6N5cK+9fD1cx73OeNysXXoMPJWraL2t5Pwq1mzzLOc7ozbzdZVy1k5Yxrr5/9FUWEBlWrUomnHrjS6uCNBoWGHPeN2ufn545VsWraHLsMa0/D8Ix9nl7tqFVsGDyGwWTNqjPwcy9emo6vcLviqJyQvgltnQlRDe+qWyC9yMfCjv1m/K4vJd15EvegQW+ufTcYljePZv5/l6+5f0yK6hbfHEREREREREREREREREZGjUGjIAxQaOjst2LmAG3+5kWfaP0Pv+r29PU65W7w1nfiP/yYuJpQxt1xA4AkEbspk1bcwfig0j4deHxQfX1ZGRYUu/p68kWW/bSOiShBdb2xy1OOzSivcsYONPXvhV6sWtb4ZZV/Q5TSzb1cqq2b9xqpZ09m/exf+wcHEXdSRZp26El27LtZR/hkYt+H3r9eQ+NdOLh7YgPM6VTvifUVpaWzq1w/chtoTJ+BTsaJ9w8/8H8x8AXq+By2vta9uiScmr+Trv7fwwZBWdG8WY3v9s4Uxhj5T++Dr8GXs1WOP+nNGRERERERERERERERERLzvaKEhhzeGETmdtanchnrh9fhmzTeci6G6VjUieDu+Jcu3Z3B3whJcbg9/DZr0ho6PwrIEmPuOLSV9fJ106F+fHve0oCC3iAn/W8jiX7bgPs7n4hsTQ8wzz5C3fDm7333PlllOF4UF+ayZM5Pxzz7Op3ffxF8TE4iIieXKex7itg+/ostNw6lcp97RA0PG8OfE9ST+tZO2V9c+amDIFBaSfO99uPamUe3dd+0NDG2eA7NegvMGQosh9tUtMWnxdr7+ewu3XlJHgaHjWJi6kPUZ64mPi1dgSEREREREREREREREROQM5ePtAURON5ZlMbjRYJ756xkW71pM68qtvT1SubuiSRWe7tGEJ6es4r9TV/Jsz6aeDQZc8jDsWgPTniw+bqrBFbaUrd44kkFPnM/MbxL569sNbF21l85DG1Mh8ujHzoV2u4Ksvn3Y+/HHBF/UnuB27WyZxRuMMaRuWMfKmdNJ/HMW+TnZhEZVpn3/ITS5tDOhUdEnXGvRT1tY9ts2mnWqRturah31vtSXXyFn/nyq/u8lAps2seGzKJG9BybeDBG14arXbNlIVdqaHft57NsVnF87koevsPfIs7NRQmICYf5hdK/d3dujiIiIiIiIiIiIiIiIiMgpUmhI5Aiuqn0Vby56k9FrRp+ToSGA6y+sRXJGLh/N2khseBDDO9b1XDOHo/hosvRNMOEmuHkaRDeypXRAiC9X3NqUxL92MnvsWsY8O5+OgxtSv23loz5T5bHHyF24iJSH/0OdKZNxhoXZMkt5ydm/jzWzZ7ByxjT2bNuCj68f9c9vT9NOXaneuBmW4+SWzK2ctZ15UzfS4PzKXNy//lEDZBmTviX966+JvOEGwnr2tONTKeZ2w+ThkLMXbh4H/sc/au5k7Mst5PZRiwgL9OXdwa3wcWoJ37HszN7J71t/5/om1xPgc/QAnoiIiIiIiIiIiIiIiIic3hQakrPG0l9/ZPfmjVhOJ06nE4ePDw6ns9Rb8Y+d/3zs48Th+Pc+p9Pn32edPvTx78TPS39lZcW5RIVUPlDHeYRn/6nvdDpPOpBxOvvPFXGkZOTxv58TqRoeQM8WsZ5r5hcEgxLgk04weiDcMgOC7TnayrIsGrWPoWr9MKaPXM2vn61i84o9XBLfEP/Aw38ZdAQHU/XVV9gcP5gd/32K2DdeP+2PYHK7XGxetpiVM6axYdE83C4XVeo1oMvNd9Kw/cUEBIecUt11C1KZNWYttZpV5LLrG2E5jvx1yF2+nJ1PPUXQBRcQ/dCDZflUDvf3e7DuV7jyVYg5z9bSbrfhgXFLSU7PZextFxBVwd/W+mej8WvH4zZuBjYc6O1RRERERERERERERERERKQMFBqSs8auTevZuHgBLpcLd1ERbper5K3olGt2I5pf/nrhpJ6xLAcOp+PfYJLT56DAkXXE4FKp0NE/waTSYacDdRwH7nP4+BQ/W/pjn0Of/SfYdMizpe856rPFff/XqxG79uXw4PhlRFXwp33dSqf89TyusFgYNBpGXgnjrofrvgUfP/vKRwXR+4FWLPxpCwt/3EzK+gy6DmtM1foRh90b2KwZUSPuYfdrr7Pv4osJ79vHtjnslJaynZUzp7P6j9/JTk8jMDSMlt2uoWnHLlSqUatMtbes2sv0kaupWi+cK25pivMoG3iKdu9m+9334BMVVRyw8rHxt5btC2H6UxB3NbS92b66JT6YtYHpa3bx32sa07pmpO31zzYFrgImrJ3ApdUvJTbEgyFCEREREREREREREREREfE4yxjj7RnOWG3atDELFy709hhyHMYYjNuNy1WEcbn+DRW5XbiLikNF/waMXLiKikpec/POorfYnL6JZy58GqexjvKs+0ANV1ERxu06YnDpQP0D14pwu90H7jt8vpK6RYc+/+99lOO/vwZwWw78fH3x+WfDUqnA0cGhpyMEk5z/bmf697qDQ7c+OZ1OHHsScayZgqNaKxzN+hwWbDpi8Krk48OCT6V6lH5299Zsfvt6Lfv35NG6Wy3aXV0bp8/BoRjjdrN12I3krlhBnUkT8atVq9y+3sdSkJtD0t9zWDljOilJq7EcDmq3bEPTTl2p07INTh/fMvfYsT6DqW8tJbxKEL3ub3XEjUwApqCALUOHkbd6NbXGJBAQF1fm3gfkZsBHFxf/5Lv9Dwg8PNxVFnPW7eH6z+dx9XlVeWtQi9N+m9Tp4LsN3/HYnMf4qOtHtK/a3tvjiIiIiIiIiIiIiIiIiMgJsCxrkTGmzaGva9OQnPUsy8IqCZGcrD6RN3PrtFtZVymdHnV7eGC6sjkQXioVYioOFRWHpP69doRg0hGulw4mHXptX04e4+dvwQfD1c2iCfRxHDfU5HYVUVRQgDsvt9R8rpLrh4SqSoWwjHEDtWB3Giz51ONfx7kJDv4a68THzwenr+9BoSYr1ImrZhRzHr6bgDp1cPj6lgSTHKWCUaW2SfkcGlo65Hg8Hx8sh6PUfSey9an4voK8XBLnzGLt33MozM8jomo1Lh48lMaXXEZIhH1bcvZsz+KH95cTHOHPNXe3OGpgCGDnCy+Qu3gxsa+/Zm9gyBj47h7Ylww3/mx7YCg5I5d7xiyhXnQIL/ZppsDQCRqTOIZaobW4IOYCb48iIiIiIiIiIiIiIiIiImWk0JDIMVwQcwF1wurwzZpvuKbONaddsMDhcOLwO/kw1Kmq3mUfAz/6my25gYy7/UJCA8q+0eZIjNuNq7AQM24ornXTcPcdibt6+wPhqCMGjg4KTh0STDrCZilXqQ1QaSmZbF6xC+NyEVUrlPBo/4NCVAVBIWQvW44zLQPfmjVwFxVRVFiEycs/vEfJx//O8G8f43aX+WvjGxBI3EWX0LRTV2Lqx9n+c3Lf7hymvr0UHz8nPUa0ICj06MfDpY8dR8aYsVS85WZCr7zS1jlY+BmsngJdnobq7WwtnV/k4o5RiygocvPhta0J9tdvhSdi5Z6VLN+znEfaPYLDOvJRdSIiIiIiIiIiIiIiIiJy5tB3SkWOwbIs4uPieX7e8yzbvYwW0S28PZJXNakaxgfXtmLYyAUMH7WIkUPb4edjf3jAcjjw8feHAZ/g+/kV8OOdcMtvUKm+7b3+kZ2Rz29frWHb6jSCIyrS6bpGBwVmdjzxJBkTJlDjxjsIvuD8U+ph3O6DtkO5DtnwVByA+vfYutKBI7fLhQXExjXBNyDAps/6YNkZ+Ux9aylul5te97YmtGLgUe/NWbyEnc89R3CHDkTde6+9g+xcAT8/BnU7Q/t77K0NPPPdapZt38eH17aiTlSI7fXPVgmJCQT5BNGzbk9vjyIiIiIiIiIiIiIiIiIiNrCMMd6e4YzVpk0bs3DhQm+PIR6WU5hD5/Gdubjaxbx8ycveHue0MGHRdh4cv4w+LWN5bUBzz25gytgKH3eCgLDi4JDNx1SVZtyG5TO389ekDfgFOrnsukbUOq8SAO6cHDb17Yc7J4c6UybjDA/32BzekJddyLevLSZzbx49721J5dqhR723MDWVTf364QgMovb4cTjDwuwbJD8LPu4I+Zlw+xwIibKvNjBx0XYeGL+M2y6pw6NXNrK19tksLS+NruO70qd+Hx6/4HFvjyMiIiIiIiIiIiIiIiIiJ8GyrEXGmDaHvq7zRUSOI8g3iF71ejFt8zR25+z29jinhX6tq/FA1wZMWpLMa7+u9Wyz8BowcFRxeGj8UHAVeayV5bBofll1+j/ahqBQf354fzmzRidRWODCERRE1VdfoSgtjR1PPMnZFLgszHfxw3vLyNiVQ/fhzY4ZGHLn57P97ntwZ+dQ/b137Q0MAfz4EOxdD30/sT0wtCplH499u4IL6kTy0BUNba19tpu0bhIF7gLi4+K9PYqIiIiIiIiIiIiIiIiI2EShIZETEB8Xj8u4GL92vLdHOW3cdVk9BrWtzrsz1jN63lbPNqt5IVzzFmycCb886tleQMXYEPo/0oYWXaqz8o9kxr+wgN1bMwls0oToe0eQOW0aGRMmeHyO8uAqdPPTRytI3bSfK25qSvW4yKPea4xh5zPPkLd8OVVfehH/+jYfF7c0AZaNhksfhtqX2Fp6X04hw0ctJjzIl3fiW+Hj1G9/J6rIXcTYpLGcH3M+dcLreHscEREREREREREREREREbGJvmsqcgJqhNagQ2wHxq8dT6Gr0NvjnBYsy+K5Xk3p1DCK/5u8gt/WpHq2YcshcOFdMP9jWPCZZ3sBTl8HF/WrT497W1CQ52LCSwtZ9PNmwm8YStCFF5D6wovkb9zk8Tk8ye02TBu5mm2r0+h4bRx1Wh57s0/66NHsmziJSncMJ/Tyy+0dZs86+OEBqHkRXPKwraXdbsP945aSkpHL+0NaEVXB39b6Z7tZ22axM3untgyJiIiIiIiIiIiIiIiInGUUGhI5QYMbDWZP7h5+3fKrt0c5bfg4Hbw7uBVNqoZx1+glLNuW4dmGXZ+Bel3hp4dh0x+e7VWielwkg55oR+0WUfw9eSNT31pGhUeeweHvT8qDD2IKCsplDrsZY5iVkMSGxbto36cejS+qesz7s+fPJ/XFlwjp2JFKd91l7zCFucVHz/n4Q99Pwelja/n3Z67nt8RdPHF1Y1rXPPomJTmyhMQEYoJjuLTapd4eRURERERERERERERERERspNCQyAlqX7U9NUNrMnrNaG+PcloJ9vfhs6FtqBjix01fLmDr3hzPNXM4od9nEFkXxl0PaRs916uUgGBfrrilCZ1vaMTurZlM/HATubc9R97q1ex6661ymcFuf0/ZyOrZKbS6oiYtL69xzHsLU1JIvvc+/KpXp+orL2M5bP6t45fHIXUl9P4IQo8dXjpZf6zdzWvT1tKzRVWuv7CmrbXPBRsyNjBv5zwGNByAj8PeMJeIiIiIiIiIiIiIiIiIeJdCQyInyGE5iI+LZ/me5azcs9Lb45xWoisE8OWN7ShyG24YOZ+0bA9u3wkIg8Fjij8ePQjy9nmuVymWZRF3YQwD/68dkTHBzJlnsbbbf0n9MoHsv/4qlxnssmTaVhb/vIXGF1flgl51jnmvOy+P7XfdjSkooNp77+GsUMHeYVZPgYWfFR8918DeI8+2p+cwYswSGkRX4MU+zbAsy9b654KExAT8HH70rd/X26OIiIiIiIiIiIiIiIiIiM0UGhI5CT3r9iTIJ0jbho6gblQIn17fhuSMXG7+cgF5hS7PNYusAwO+grQNMOEmcHuw1yHCogLp/UBL2l1Tm+SCaBZc8CQrn/6AovT0cpuhLNbMTWHuxPXUax3NpfENjxmkMcaw48knyVuzhqqvvIx/ndr2DpO+GabcDbGtofN/bS2dX+Tizm8WU+QyfHBtK4L8tCXnZGUWZDJ1w1S61+5ORECEt8cREREREREREREREREREZspNCRyEkL8QuhZryc/b/6Zvbl7vT3OaadNrUjeGtiCJdsyGDFmCS638Vyz2pfAla/A+mkw7UnP9TkCh9NB26tq0/ehNvhVjGBhzev57bExFHkyKGWDjUt2M+PrRKo3jqTLsMY4HMfevJP25Zfsn/odUffcTYVOnewdpqgAJtxY/HG/z8HHz9byT3+3mmXb9/FK/+bUiQqxtfa5YuqGqeQW5RLfKN7bo4iIiIiIiIiIiIiIiIiIByg0JHKS4uPiKXQXMmHtBG+Pclrq3iyGJ65qzC+rUnn2+9UY48HgUJsbod2t8Ne7sGSU5/ocReXaoQx8+iLqROew3jRk3KO/kbYju9znOBHbEtP45bOVRNcKpfttzXD6HPuX/+y5c9n18itU6NqVirfdZv9Avz8DyYugx9sQUcvW0uMXbmP0vK3cfmldujWtYmvtc4XbuBmTOIbzos6jScUm3h5HRERERERERERERERERDxAoSGRk1Q7rDbtq7ZnXNI4Ct2F3h7ntHRjh9rc1KE2X8zdzKezN3m22RUvQp2O8N29sOUvz/Y6Ar8AH7o9fTVtiv4gKz2fcc/PZ8XM7Z4NS52k1M37+emDFYRHB3H1Xc3x9Xce8/6C7dtJvu9+/OvWIebFF7EcNv9WsfZXmPsOtLkJmvSytfSqlH383+SVXFinIg9e3sDW2ueSv1P+ZvP+zcTHacuQiIiIiIiIiIiIiIiIyNlKoSGRUzA4bjC7cnfx29bfvD3KaevxKxtxVbMYnv9xDd8tS/FcI6cP9P8CwmvA2GshfYvneh2F5XDQ6oU7uHDtO0Rkb+aPMWv54b3l5OwvKPdZDpW2I5vv31lGYAVfetzTgoBg32Pe787JYfudd2GModq77+IMCbZ3oP0p8O1tULkpXPGCraX35RRy+6hFRAT58c7glvg49VvcqUpITCAyIJLLa17u7VFERERERERERERERERExEP0HVWRU9AhtgPVQqoxes1ob49y2nI4LF4b0Jy2tSJ4YNwy5m3c67lmgREweCy4CiEhHvKzPNfrKHyjo6n19CM0++tlWlTcwvakdMY8O49Ny/eU+yz/2L83l6lvLcXhtOgxogXB4f7HvN8YQ8rjj5O/bh2xr72GX82a9g7kdsHEW6AoD/qNBN8A+0q7DfeNW8rOfXm8N6QVlUKO/bnK0W3P3M6s7bPo36A/fk4/b48jIiIiIiIiIiIiIiIiIh6i0JDIKXA6nAyKG8SSXUtYs3eNt8c5bQX4Ovnk+jZUjwzklq8Wsi4103PNKtWH/iNhdyJMuhXcbs/1OooKl11GRPwgIie+zFXdnASF+fPj+8uZ+U0ihfmucp0lZ38BU99aSlGBi2vuaUFYVNBxn9n76adk/vQz0fffR8jFHewfatbLsGUOXPU6RNl7dNi7M9bze+Iunri6Ma1rRtha+1wzLmkcDstB/wb9vT2KiIiIiIiIiIiIiIiIiHiQQkMip6h3/d4E+gQyOlHbho4lPMiPL4a1w9/XydCRC0jdn+e5ZvU6Q7cXIekH+P1Zz/U5hsoPP4xfvbrkvfQ4vW+tQ8uuNVg1J4VxLyxg15b95TJDfm4R372zlOz0fK664zwqVQs57jNZs2ez+/U3CL2yO5E33WT/UJv+gFn/g+bx0CLe1tKz1u7mjelr6dWiKtddYPN2pHNMblEuE9dNpHONzlQOruztcURERERERERERERERETEgxQaEjlFoX6hXFPnGn7c+CPpeeneHue0Vj0yiJFD25KeU8CwkQvIyi/yXLN2t0LroTDndVg+znN9jsIRGEjsa6/hyshg13+f5MI+del5b0uKClxM/N8iFv60GbfbeKx/UYGLH95bRlpyNt1ub0ZMvfDjPlOweTPJDzyIf8OGxDz3HJZl2TtU1u7iY8kq1oMrX7W19Pb0HEaMWUKD6Aq80KeZ/bOfY37e9DP7C/YTH2dvsEtERERERERERERERERETj8KDYmUQXxcPAXuAiaum+jtUU57TWPDeH9IK5JSMxk+ahGFLg8dH2ZZ0P0VqNkBptwF2xd6ps8xBDRsSPSDD5A1YwYZY8ZQrWEEA/+vHXVaRTFvykYmv76Y/Xtybe/rcrn55ZOV7Niwjy7DGlOzScXjP5OVzba77sJyOKj27rs4go5/jNlJcbth8u2Qm158fJz/8bcenai8Qhd3fLMYl8vw4XWtCfLzsa32ucgYw+jE0dSPqE/ryq29PY6IiIiIiIiIiIiIiIiIeJhCQyJlUC+iHudXOZ+xSWMpcntwe85ZomPDaF7o3ZTZ6/bw2KQVGOOhjTs+fjDgKwiNgTGDYV+yZ/ocQ8R11xHcoQOpL/2P/PXrCQj25fKbmtBlaCP2bM9i7HPzSZq307avgXEbfv9qDZtX7OXSQQ2o3/b4R0sZt5uUR/5DwabNxL7xOn7VYm2Z5SBz34b106HbC1Clma2ln/5uFcu37+O1Ac2pXSnY1trnoqW7l5KYlkh8XLw2NomIiIiIiIiIiIiIiIicAxQaEimj+Ebx7MzeycxtM709yhlhYNsa3NO5PuMXbefN6es81yi4IsSPgYIcGBMPBdme63UElsNB1RdfwBEcTPKDD+HOz8eyLBpeEMOg/2tHxWohTB+5ml8/W0VedmGZehljmDN+HWvnpXJ+jzo0vbTaCT2358MPyZr+G5UffojgCy8s0wxHtG0B/P4sNOoBbW6ytfS4hdtImL+N4R3rcnmTKrbWPlclrEmggl8Frqp9lbdHEREREREREREREREREZFyoNCQSBl1rNaRqsFV+WbNN94e5YxxX5f69Gtdjbd+W8fYBVs91yi6EfT7DHYsh8nDi4/KKkc+UVHEvPA8+YmJ7H799QOvh1YKpNf9rTi/Zx02Lt7N2Ofmsz0p/ZT7LPxxM8tnbKd55+q07l7zhJ7J/P139rz9DmE9exBx/fWn3PuoctNhwo0QWhV6vFN8bJxNVibv44nJK2lftyIPdG1gW91z2e6c3UzbMo3e9XoT5GvzEXUiIiIiIiIiIiIiIiIiclpSaEikjJwOJwPjBrIwdSFJaUneHueMYFkWL/ZpxsX1K/HYtyuZmbTLc80aXAFdn4HVU+CPlz3X5ygqdOxIxJAhpH35FVmzZx943eGwaNO9Fn0ebo2Pn5Mpby5h7sT1uApPLti0fMY25n+3ibgLqnBR33ondKxU/saNpDz0MAFNmlDl6aftP4rKGJhyF2SmQL8vIDDcttIZOQUM/2YRkcF+vB3fEh+nfhuzw4S1E3AZFwMbDvT2KCIiIiIiIiIiIiIiIiJSTvTdVhEb9K3flwBnAAmJCd4e5Yzh63TwwbWtaVi5And8s5iVyfs816z93dB8MMx8EVZ967k+RxH90IP4169PyqOPUbR370HXKtcKZcBjbWnSoSpLpm1lwssLSUs5saPUkubtZPbYddRuXolO18VhOY4f/nFlZrL9jjux/P2p9u47OAICTulzOqYFn0Li99D5v1CttW1l3W7DfWOXsnNfHu8PaUWlEH/bap/LCl2FjFs7jg6xHagRWsPb44iIiIiIiIiIiIiIiIhIOVFoSMQGYf5hXFXnKn7Y+AP78j0YfjnLhPj7MHJYWyKC/Bj2xQK2peV4ppFlwTVvQvXz4dvhkLLEM32OwhEQQNVXX8W9fz87Hv8/jDEHXff1d9JxSBxXDm9GVno+415cwPIZ2w67r7TNK/bw25driG0QzuU3N8FxAht3jNtNyoMPUbB9O9XeehPfmJgyf26H2bEcfnkM6l8OF95la+l3fl/PjKTdPHl1Y1rWiLC19rls+tbp7MndQ3xcvLdHEREREREREREREREREZFypNCQiE3i4+LJc+Xx7bry32RzJqscGsAXw9qSX+hi6Mj5ZOQUeKaRjz8MHAXBlSBhMGTu9Eyfowho2IDohx4ia+ZM0kePPuI9tZtHMeiJdlRrGMHssev4/t1lZO/LP+y+lHUZ/PzxSipVC+HK4efh4+s8oRl2v/MOWbNmUfmxRwlq27ZMn88R5WfC+KEQVBF6fQgO+36LmZm0izd/W0uflrFce0FN2+oKJCQmUL1CdS6Kvcjbo4iIiIiIiIiIiIiIiIhIOVJoSMQmDSMb0rpya8YkjcHldnl7nDNK/coV+OT6NmxLy+WWrxaSV+ihr19INMQnQF4GjBkMhbme6XMUEdcOIfjSS9j1v5fJW7v2iPcEh/lz1Z3nccmgBiSvzWDMs/PZuHT3geu7t2Xyw3vLqBAZwDV3N8cv0OeEeu//5Vf2fvAhYf36EhHvgY0yxsAPD0D6Juj7KQRXtK30trQcRoxZSsPKFXi+dzMs6/jHsMmJWbN3DUt2LWFQw0E4LP0ngYiIiIiIiIiIiIiIiMi5RN8hFLHR4LjBJGcl88f2P7w9yhnn/DoVeW1AcxZsTueBcctwu49+NFeZVGkGfT6G5EUw9Z7isEs5sSyLqi+8gKNCBVIeeBB3/uFbhP65r1nHagx4rC0hEf789OEKZoxKZPe2TL57eyl+gT70GNGCwAp+J9Q3b+1aUh59lMDmzany5JOeCd0sHQ3Lx8Klj0CtDraVzSt0ccc3i3Ebw4fXtibQ78S2KsmJGZM0hkCfQHrV7+XtUURERERERERERERERESknCk0JGKjy2pcRuWgynyT+I23RzkjXdO8Ko9f2YgfVuzghR/XeK5Ro2vgsv+DFeNgzuue63MEPhUrUvXFF8hft45dr752zHsjY4Lp9582tLqiBqv/TGHc8wswBnqMaEGFyIAT6ufKyGD7nXfhCA4i9u23cfidWNDopOxOgh8fhFoXwyUP2lr6qamrWJG8j9cHtKBWpWBba5/r9uXv44eNP3B1nasJ9Qv19jgiIiIiIiIiIiIiIiIiUs4UGhKxkY/Dh4ENBzJvxzw2ZGzw9jhnpJsvrs3Q9rX4dM4mPp+zyXONLn4QmvaD356BxB881+cIQi65hIjrriP966/J+uPYW6mcPg4u7F2PXve1pEaTilxzd3MiqpxYeMa4XCQ/8CCFO3dS7e238a0cbcf4ByvMhfFDwTcI+nwCDvs2AY1dsJUxC7ZxZ6e6dG1c2ba6Uuzbdd+S78pnUNwgb48iIiIiIiIiIiIiIiIiIl6g0JCIzfo26Iufw4+ExARvj3JGsiyLJ65uzBVNKvPsD6v5acUOTzWCnu9C1VYw8RbYudIzfY4i+sEH8G/QgJRHH6Noz57j3h/bIIJr7m5OdM0T3wiz+403yP7zT6o8+QRBLVuWZdyj+/lR2LUaen8EoTG2lV2xfR9PTFlFh3qVuL9rQ9vqSjGX28WYpDG0qdyGBhENvD2OiIiIiIiIiIiIiIiIiHiBQkMiNosMiKR77e5M3TCVzIJMb49zRnI6LN4a1JKW1cMZMXYpCzeneaaRbyAMGg0BoZAQD1m7PdPnCBz+/sS+9irurCxSHnsMY4yt9ff98AN7P/2M8PhBRPTvb2vtA1ZOgkUj4aIRUL+LbWUzcgoY/s0iKgX78dagFjgdlm21pdjs5NkkZyUTHxfv7VFERERERERERERERERExEsUGhLxgMGNBpNblMvk9ZO9PcoZK8DXyac3tCU2PJCbv1rIht1ZnmkUGlMcHMreDWOvhaJ8z/Q5Av/69Yl++CGy/5hN+tejbKubt2YNOx7/PwJbt6bKo4/aVvcgaZvguxFQrS1c9oRtZd1uw71jl5K6P4/3hrSiYoi/bbXlXwmJCUQHRdOpRidvjyIiIiIiIiIiIiIiIiIiXqLQkIgHNK7YmBZRLRiTOAa3cXt7nDNWZLAfXw5rh4/D4obP57MrM88zjWJbQa/3Ydvf8P39YPPWn2OJGDyYkI4d2fXqq+QlrS1zvaL0dLbfeRfOsDCqvfUmlp+fDVMe2qQAJgwrPuKt72fg9LWt9Nu/r2Nm0m7+e00TWtaIsK2u/GvTvk3MTZnLgAYD8HXY989ORERERERERERERERERM4sCg2JeMjgRoPZmrmVOclzvD3KGa1GxSA+u6Ete7MKuOmLhWTnF3mmUdM+cOl/YOko+Os9z/Q4AsuyiHnheRxhoaQ8+ADuvFMPRpmiIpLvvY+iPXuo9u47+FSqZOOkpfz2NKQsgR7vQkRN28rOSNrFW7+to0+rWIacX8O2unKwsUlj8XX40rdBX2+PIiIiIiIiIiIiIiIiIiJepNCQiId0qdmFqMAoRq8Z7e1RznjNq4fz7uCWrErZx12jF1Pk8tD2pksfgUY9YNoTsPZXz/Q4Ap/ISKq++BL569az6+VXTrnOrldeIWfePKo88zSBzZrZOGEpST/DX+9C21ugcQ/bym5Ly+HeMUtpWLkCz/dqhmVZttWWf2UXZjNl/RSuqHUFlQI9FCoTERERERERERERERERkTOCQkMiHuLr8KV/w/78mfInm/Zt8vY4Z7zOjSrzbK+mzEjazRNTVmI8cYSYwwG9P4TKTWHiTbAr0f4eRxHS4SIib7iB9NGjyZwx46Sfz5g8mbQvvyLi+usI79XL/gEB9iXD5NuhSjO4/DnbyuYVuhj+zSLcxvDRda0J9HPaVlsO9v2G78kqzCI+Lt7bo4iIiIiIiIiIiIiIiIiIlyk0JOJB/Rv0x8fhw5jEMd4e5aww5Pya3NmpLgnzt/Hu7+s908QvGOITwCcAEgZCTppn+hxB1AP34x8Xx47HHqdo9+4Tfi53xUp2Pvlfgs4/n8oPPeSZ4VxFMPFmKCqAfl+Ab4BtpZ+cspKVyft5Y0ALalYMtq2uHMwYQ0JiAk0qNqFZJQ9tohIRERERERERERERERGRM4ZCQyIeVCmwEt1qdWPKhilkF2Z7e5yzwoOXN6RPy1hem7aWCYu2e6ZJWDUYNBr274Bx14Or0DN9DuHw8yP21Vdw5+SQ8uhjGPfxj2Er2rOH7XffjU+lSsS+8TqWr69nhpv1EmydC1e/AZXq2VZ2zPytjFu4nbs61aNL48q21ZXDzd85nw37NhAfF6/j30REREREREREREREREREoSERTxscN5jswmymrJ/i7VHOCpZl8VLf87ioXkUembic2etOfCPPSaneFnq8DZtnw48PgSeOQzsC/3r1qPzoI2TPmUP6118f815TUMD2Effiysig2rvv4BMZ6ZmhNs6EP16FFkOg+UDbyq7Yvo8np67i4vqVuK9rA9vqypElJCYQ7h9Ot9rdvD2KiIiIiIiIiIiIiIiIiJwGFBoS8bBmUc1oVqkZCYkJuM3xN8fI8fn5OPjg2tbUiw5h+KjFrE7Z75lGzQfBRffCopEw/xPP9DiC8IEDCencmV2vvkbemjVHvS/1pZfIXbSImOeeI6BxY88Mk7ULJt0KlerDla/YVjY9u4DbRy0iKsSftwa1xOnQ5htP2pG1gxnbZtC3fl/8nf7eHkdERERERERERERERERETgMKDYmUg/i4eDbv38zfKX97e5SzRmiALyOHtaVCgA/DvphPckauZxp1/i806A4/PwIbfvdMj0NYlkXMc8/iDA8n+cGHcOce/rmljx9P+ugEIm+6kbCrr/LMIG43fHsb5O2D/l+AX7AtZV1uw4ixS9mdmc/7Q1oRGexnS105unFrxwEwoOEAL08iIiIiIiIiIiIiIiIiIqcLhYZEysEVta4gMiCSbxK/8fYoZ5WYsEBGDmtLTr6LoZ/PZ19Oof1NHA7o+wlENYTxQ2HPevt7HIFPRAQxL71IwYYNpL788kHXcpYsIfWZZwm+6CKi77/fc0P8+WZxUKrbi1C5iW1l3/ptHX+s3c1/ezSmefVw2+rKkeW78pm4diKdqneiakhVb48jIiIiIiIiIiIiIiIiIqcJhYZEyoGf04/+Dfoze/tstu3f5u1xzipxVUL56LrWbN6bza1fLyS/yGV/E/8KEJ8ADh9IGAi56fb3OIKQiy4ictgwMhLGkPl78ZajwtRdJN8zAp8qVYh97VUsp9MzzbfOg9+fgya9ofUw28rOSNzF27+to2+ragxuV8O2unJ0v2z+hfT8dOLj4r09ioiIiIiIiIiIiIiIiIicRhQaEiknAxoOwGk5SUhK8PYoZ5329Srxav/mzNuUxoPjl+N2G/ubRNSCgaMgfQtMuBFcRfb3OIKo++7Fv3Ejdjz2OAXbk0m+5x5c2dlUe/ddnOHhnmmak1b8OYZXh2veAsuypezWvTmMGLOExjGhPN+7KZZNdeXYEtYkUCesDu2qtPP2KCIiIiIiIiIiIiIiIiJyGlFoSKScRAdF07VmVyavm0xOYY63xznr9GwRy8PdGvLdshT+90uiZ5rUbA9Xv158ZNevj3umxyEcfn7Evvoq7rw8NvXsSe6yZVR98UUCGjbwTENjYOrdkJUK/T6HgDBbyuYVurh91CIAPry2NQG+HtqQJAdZvns5K/euJD4uXiEtERERERERERERERERETmIQkMi5Whwo8FkFmby/cbvvT3KWWn4pXW59oIafDRrI1/9tdkzTVpdDxfcCfM+hIUjPdPjEP516lD5sUdxZ2dT8bbbCL3ics81m/8xJH4PXZ+G2Na2lDTG8MTklazesZ83BragRsUgW+rK8SUkJhDsG8w1da/x9igiIiIiIiIiIiIiIiIicprx8fYAIueS5lHNaRTZiITEBPo36K/NHzazLIunezRl5758/jt1FZVDA7iiSRX7G3V9BvYkwY8PQqX6UKuD/T0OETFgAMHt2uFbs6bnmqQshV//Dxp0gwvusK3smAXbGL9oO3dfVo/OjSrbVleObU/uHn7Z/Av9G/Qn2DfY2+OIiIiIiIiIiIiIiIiIyGlGm4ZEypFlWQxuNJj1GeuZv3O+t8c5KzkdFu/Et+S8auHck7CExVvTPdDEp/jorsg6MPY6SNtkf48j8KtVy3NBs/xMmDAMgipBz/fBpj7LtmXw3ymruLh+Je7t4qEj1eSIJq2bRKG7kEFxg7w9ioiIiIiIiIiIiIiIiIicho4bGrIsq4JlWb9blnX+yRa3LKuiZVnvW5YVemrjiZx9utfuToR/BN+s+cbbo5y1Av2cfHZDG6qEBXDzlwvZtCfb/iYBYRA/BowbEgZB3n77e5QXY+C7eyF9M/T7DIIr2lI2LbuAO75ZTFQFf94e1BKnQ5u1ykuRu4ixSWNpX7U9tcNqe3scERERERERERERERERETkNncimoUKgIxACYFlWkGVZ+yzL2mlZ1tZD3rZblrXbsqxbSoJC04DbgI899hmInGH8nf70bdCXWdtnkZyV7O1xzlqVQvz5clg7AIaOnM+erHz7m1SsCwO+gj3rYOLN4HbZ36M8LPkaVk6Ajo9Bzfa2lHS5DSPGLGF3Zj7vD2lFRLCfLXXlxMzYNoNdObuIj4v39igiIiIiIiIiIiIiIiIicpo60dAQQG7JewuoAPwFvHbI2yvAc0ASxYGhFsDbwHW2TSxyFhjYcCAWFmMTx3p7lLNarUrBfHpDG1L353HTlwvJKSiyv0mdS+HKl2HdLzD9Kfvre9quNfDjw1D7Erj4ftvKvjV9LbPX7eGpHk1oXj3ctrpyYhISE4gNieXi2Iu9PYqIiIiIiIiIiIiIiIiInKZOJDT0jyssyyp9xsls4AtgOfA98Lkx5i1jzFtABlAPeNkYc58xpvDQYiLnsirBVbisxmVMXDeR3KLc4z8gp6xVjQjeHtSSFdszuCdhCUUut/1N2t5c/Db3bVg62v76nlKQA+OHgX8I9PkEHE5byv62JpW3f19P/9bViG9X3ZaacuLWpq9lwc4FDGw4EKdN/0xFRERERERERERERERE5OxzMqGhJ4D1wBrAlLx2HvAbsBbIsCwrzbKsn4FWwMXGmEfsHFbkbDI4bjD7C/bz48YfvT3KWe/yJlV4qkcTpq/ZxVPfrcIYc/yHTla3l6D2pfDdCNg6z/76nvDzf2D3Guj9EVSoYkvJrXtzuG/sUppUDeXZXk2xLMuWunLixiSOwd/pT+96vb09ioiIiIiIiIiIiIiIiIicxk4mNDQYuAb4rNRr64GBwLXArcBbQBHwITDVsqzLbJpT5KzTunJrGkQ0YHTiaM+EWOQg119Yi9surcOov7fywawN9jdw+kL/LyCsGowdAhlb7e9hpxUTYPFX0OE+qNfZlpJ5hS5uH7UIgA+GtCbAV1tuytv+gv18v/F7rqx9JeEB4d4eR0REREREREREREREREROYycSGvIpeZ9sjPkReBWwKD5+rBGwF0gFNlF8ZNnrQGdgPvCLZVm32j20yNnAsiwGxw1mbfpaFqUu8vY454T/XBFHj+ZVefnnJCYvSba/QVAkxI+FogJIGAz5Wfb3sMPeDfDdvVD9fOj0uC0ljTE8/u1KVu/Yz1uDWlKjYpAtdeXkTFk/hdyiXOLj4r09ioiIiIiIiIiIiIiIiIic5k4kNBRQ8j7wkNdvB6Yf4W0a0NkYM5jizUPvW5bV055xRc4uV9a5klC/UEYnjvb2KOcEh8Pilf7ncUGdSB6asIy56/fY3ySqAfT7HHatgm9vA7fb/h5lUZQPE4aBwwl9PyvekGSD0fO3MnHxdu7pXJ9OcdG21JST4zZuxiSOoWV0SxpVbOTtcURERERERERERERERETkNHcioaF84CFgh2VZTsAFtAGaAvVLvTWnePNQc+CTkmcfBuYBX1iWFXOsJpZl/WxZ1tCSj5talrXAsqx0y7JesSzLKnXfpZZlrbEsa49lWfcfUqOfZVlbLMtKsSwr/pBrd1qWlWpZ1sZDj02zLOv5kl7LLcs67wS+JiK2CPQJpG/9vvy+9Xd2Zu/09jjnBH8fJx9d14balYK57etFJO7cb3+T+l3gihcg8XuY8bz99cti2n9hxzLo+R6EV7el5LJtGTw9dTWXNIhiROf6ttSUkzc3ZS5bM7dqy5CIiIiIiIiIiIiIiIiInJDjhoaMMXnGmNeAZUABcD+wFFhrjNnwzxtwB/C4MWalMWZHybNuigNHvwBHTURYljUEuKLkY3/gO+BvisNJzYChJdeigKnAV0B74HrLsjqVXGsKjAKeBLoBz1mW1bDk2hXA/4AbgeuBzy3Lqlhy7TbgJuCqkmfHWpbld7yvi4hdBsYNxGAYmzTW26OcM8ICfRk5rB1B/k6GjVzAjn259jc5/3ZodT3MfhWWj7e//qlI/BHmfVA8W6OrbSmZll3A8FGLiKrgz1sDW+B0WMd/SDwiITGBSoGV6FKji7dHEREREREREREREREREZEzwIlsGirtQeBbIApYb1nWNQCWZTUHbgF8LMv6wbKsSZZljbEsaxzF24bCjTHmSAUty4oEXgOSSl7qDgQBD5aEkR6hONQDMATYZIx50RizFniq1LWbgZ+NMV8aY5YD7wDXlVwbDnxqjPnBGDMHmAz0LnXtJWPMXGPM5JI5LjnJr4vIKYsNiaVjtY5MXDuRfFe+t8c5Z8SGBzJyaDsy84oYNnIB+/MK7W1gWXDla1CjPUy5E7Yvsrf+ycrYBpOHQ0xz6PqMLSVdbsOIMUvYk13AB9e2IiJYeUtv2bZ/G7O3z6Z/g/742nTknIiIiIiIiIiIiIiIiIic3U42NPSDMWZNycc1gPGWZX0EvAzsAB6nOPQTAVQG+gIxwLG+k/waxUGkv0t+3Bz40xjzT3piGdC41LXfSz07D2h9qtdKjj1rdoznRMrF4EaDSc9P56dNP3l7lHNK46qhfHBtK9bvymL4qEUUFLntbeDjBwO/hgqVYcxg2J9ib/0T5SqCiTeDuwj6jQQff1vKvjFtLbPX7eGZHk04r1q4LTXl1IxJGoPTctKvQT9vjyIiIiIiIiIiIiIiIiIiZ4jjhoYsy3rIsqxpwKGbggxwGcXHenUBngFyAIwxnYwxnQALuM4Yc9lRancCOlO8jegfocCmA02KNxS5LMuKOPQasB+oeqTnTvBaCMVfg6M9d6SZb7Usa6FlWQt37959tNtETkq7Ku2oF16P0WtGc5SlXOIhF9eP4n99z+PP9Xv5z8Tl9n/9gytB/FgoyIKEeCjIsbf+iZj5Amz7G65+EyrWtaXk9NWpvDtjPQPaVGNQuxq21JRTk1OYw7frv6VLzS5EB0V7exwREREREREREREREREROUOcyKahvkD7f35gWVYCxZt7MMbMBdZQHA5qUnLLCX3H3bKsAOAjYLgxJrPUpSLg0DOa8ig+suzQa/+8fqTnTuRaUcmPj/bcYYwxHxtj2hhj2kRFRR3tNpGTYlkW8XHxrElbw7Ldy7w9zjmnb+tqPNC1Ad8uSebVX5OO/8DJqtwY+n4KO5bBlDugPINhG36H2a9Dy+vgvP62lNyyN5v7xi2lSdVQnunZ1Jaacup+3PQjmQWZxMfFe3sUERERERERERERERERETmDnEho6HaKjxqzgFpAH+A7AMuy2lC8Keg54A7g8pLXa1uWVZfiAFF1y7LqHKHuE8ACY8wPh7yeBhyaxqkAFBzh2j+vH+m5414zxuQCucd4TqTcXF3nair4VuCbNd94e5Rz0l2X1SO+XXXem7GBb+Ztsb9Bw+7Q5SlY9S388Yr99Y8kMxUm3QpRDaH7y7aUzC1wcfuoxTgsiw+vbU2Ar9OWunJqjDEkJCYQFxlHy+iW3h5HRERERERERERERERERM4gPse7wRizFIo3oVB8jFcD4H2gOzAcGGKMSbAsqwLwNsXhovUlj1vAP0ebHfqd5cFAlGVZGSU/DgIGlHy88Z+bLMuqDfhTHPxZQHFo6R8tgeSSjxcAFwLfHOPan0e4trDk2oRS1zywakTk2IJ8g+hVvxcJaxLYlbNLxwyVM8uyeLZnU3buy+OJySupEhpA50aV7W1y0QjYnQgzni8O8jTuaW/90txu+PZWyM+E66eC31EXqJ0wYwyPT15B4s79fD60LdUjy15TymbxrsWsTV/L0+2f/uf3aRERERERERERERERERGRE3Iim4ZK+xr4HOgFPADcAPSyLMsHeKqk3mzgvJK3ZkAr4OIj1LoYaAq0KHmbCjxJcSgp2rKswSX3PQZMN8a4Su7pZFnWJZZl+QIPA7+U3DcRuM6yrDjLskKAe0pdmwDcY1lWZcuyKgM3HXLtUcuyQizLagD0K3VNpFzFN4zHZVyMSxrn7VHOST5OB+8ObkWTqmHcNXoJy7Zl2NvAsuDqN6FaO/j29uLjyjxlzuuwcWbxhqHKjW0p+c28rUxanMw9l9WnU0OF2k4Ho9eMJtQvlO61u3t7FBERERERERERERERERE5w5xMaOhHYCvFx3m5jTFvADcCsSU/3gd8COw3xqwq9bbUGDP30GLGmO3GmM3/vAFZwB5jzHbgZuATy7J2Az2B/5Q8s4fisNI0IBVoSPHRaBhjlgHvAkuBFMBF8UYkKD5ObRbFG4w2AUuASSXXPgIyKN48tAL4whiz6CS+LiK2qR5anUuqXcL4teMpcOmUPG8I9vfh86FtqVTBjxu/WMCWvdn2NvANgIGjIDASEuKLjxCz25a/ircZNe0Lra63peSSrek8/d0qLm0QxYjO9W2pKWWTmp3Kb1t/o0/9PgT6BHp7HBERERERERERERERERE5w1jGmLIVsCx/Y0x+ycchQI4xxl3mwSyrCtAa+NsYs/eQa7WBOGC2MSbrkGuNKQ4yzTLGFBxyrS0QXHLNlHrdAVwE5Btj5p/ojG3atDELFy48uU9M5DjmJs/ltum38UKHF7im7jXeHuectWF3Fn0/mEtEkB8Th7cnMtjP3gY7lsHn3aByE7jh++IwkR1y0uDDDuD0g9v+gIDQMpfcm5XP1e/Mwemw+P7uDoQH2fy1kFPy7pJ3+Xj5x/zQ5weqV6ju7XFERERERERERERERERE5DRlWdYiY0ybQ18/2ePJDvNPYKjk4yw7AkMltXYaY344NDBUcm2TMeanQwNDJddWG2OmHRoYKrm2wBgz0xySlDLGuI0xs08mMCTiKRdUvYBaobVISEzw9ijntLpRIXx6fRuSM3K5+csF5BW67G0Q0xx6fwTbF8B3I6CMAU6guMbkOyBrF/QfaUtgyOU2jBizlL3ZBXx4bWsFhk4TBa4Cxq8dzyXVLlFgSEREREREREREREREREROSZlDQ0djWVZLy7Ju8lR9kbOVw3IQHxfPij0rWLF7hbfHOae1qRXJWwNbsGRbBiPGLMHltiHYU1rjHtDp/2D5GPjzzbLX+/sDWPsTXP4sVG1Z9nrA69OSmLN+D8/2bELT2DBbakrZTdsyjbS8NOLj4r09ioiIiIiIiIiIiIiIiIicoTwSGrIsqyvwB/CCZVmRnughcjbrWa8nwb7BjE4c7e1Rznndm8XwxFWN+WVVKs9+v5qyHul4mEsehKZ9YfrTkPjjqddJXgzTnoSGV8L5t9sy2rTVqbw3YwOD2lZnYNsattQUeyQkJlArtBYXVr3Q26OIiIiIiIiIiIiIiIiIyBnK9tCQZVm9ge+AbcAFxpg0u3uInO2CfYPpWbcnP2/+mT25e7w9zjnvxg61ublDbb6Yu5lPZ2+yt7hlQc/3oGoLmHQLpK46+Rp5+2DCMAipXFzLsso81uY92dw/dinNYsN4qkeTMtcT+6zau4plu5cxKG4QDstjCwNFRERERERERERERERE5Cx3Ut9ttCyrnmVZqZZlbbMsa71lWRtKPk4tuV4HGAMsBC4C/CzLqmT/2CJnv/i4eIrcRYxfO97bowjw2JWNuKpZDM//uIapy1LsLe4bCINGg18IJAyC7JMIihkD390LGdug32cQVPblbrkFLm4ftQin0+L9Ia0I8HWWuabYJ2FNAoE+gfSo28Pbo4iIiIiIiIiIiIiIiIjIGey4oSHLsnxL/dAJRAHTgdkUH0G2EKgEYIzZCAwGuhpj0oEvga2WZd1g89wiZ71aYbW4KPYixieNp9BV6O1xznkOh8VrA5rTtlYED45bxt8b99rbILQqxI+GrF0w9jooKjix5xZ/CasmQafHoMYFZR7DGMPj364gKTWTNwe2oHpkUJlrin3S89L5adNP9Kjbgwp+Fbw9joiIiIiIiIiIiIiIiIicwU5k09D1lmXNtSzrwpIfG2PMsH/egEdL32yMmWiMybUsywF8CCQCL9o7tsi5YXDcYHbn7mb61uneHkWAAF8nn1zfhuqRgdz61ULWpWba2yC2dfHxYlvnwg/3FW8ROpbU1fDTf6BOJ+hwvy0jjJq3lUlLkrm3cwM6Noy2pabYZ9K6SRS4CxjUcJC3RxERERERERERERERERGRM9yJhIbaAm2AOUDCEa4f8bvaxhi3MeYL4EZA33kWOQUdYjtQo0INRq8Z7e1RpER4kB9fDGuHv6+ToSMXkLo/z94GzfrBJQ/BklHw9wdHv68gG8YPBf9Q6PMxOE7qtMkjWrw1nWe+W0WnhlHcfVm9MtcTe7ncLsYmjaVdlXbUi9A/HxEREREREREREREREREpm+N+l9kYcztQGbgDcJ1IUcuybrMsK7zkh7mAdaoDipzLHJaDQXGDWLp7Kav3rvb2OFKiemQQI4e2JT2ngGEjF5CVX2Rvg46PQdzV8OvjsO4oW6Z+ehj2rC0ODIWUPZe5NyufO79ZTOXQAN4Y2AKHQ79sn25mbZ/FjuwdxMfFe3sUERERERERERERERERETkLnNBqCmNMujHmI+C6Y91nWVa4ZVlTgPeBB2yYT+Sc16teLwJ9ArVt6DTTNDaM94e0Iik1k+GjFlHocttX3OEoDgNFN4EJw2B30sHXl48r3kR08QNQt1OZ27nchnvGLGFvdgEfXtua8CC/MtcU+yUkJlAluAodq3f09igiIiIiIiIiIiIiIiIichY42fNsjngUGYBlWX7A38DlwD3GmCfKMpiIFKvgV4EedXvw06afSMtL8/Y4UkrHhtG82LsZs9ft4dFJKzDmqL9Enjy/YIhPAB9/GD0Qckr+2e/dAN/fBzUuhI6P2tLqtV+T+HP9Xp7r1ZSmsWG21BR7bczYyN87/mZgw4H4OHy8PY6IiIiIiIiIiIiIiIiInAVONjR0VMaYAuBB4BJjzHt21RURiI+Lp8BdwMS1E709ihxiQNvqjOhcnwmLtvPm9HX2Fg+vDgO/gf3JMP4GyM+C8UPB6Qt9PwVn2cMjv67ayfszNxDfrjoD2lQv+8ziEQmJCfg6fOlTv4+3RxERERERERERERERERGRs8QJhYYsy4qwLGsqMOxY9xljvgfWlGwd+keTMswnIkDd8LpcEHMBY5PGUuQu8vY4coh7u9Snf+tqvPXbOsYu2Gpv8RrnwzVvw6Y/4P0LYedy6PUBhFUrc+lNe7J5YNwymsWG8d9r9Ev16SqrIIupG6bSvXZ3IgMivT2OiIiIiIiIiIiIiIiIiJwljhsasiyrDv8eOxZ+AjU3AbmWZbksy3IBE4CUsgwpIjA4bjCpOan8vvV3b48ih7Asixf6NOOSBlE89u1KZiTtsrdBi3i4aATs2woX3AENu5e5ZE5BEcNHLcLptPjg2lYE+DptGFQ8YeqGqeQU5RAfF+/tUURERERERERERERERETkLHIiZ9t0BoKBC4Fc4BbLsqoDVsn12EPuf47iMFI+UAjkAQttmVbkHHZJtUuIDYlldOJoLq91ubfHkUP4Oh28P6QVAz78izu/Wcy42y6kaWyYfQ06/xfqdYUaF5S5lDGGxyatICk1ky+GtaNaRJANA4onGGNISEygWaVmNK3U1NvjiIiIiIiIiIiIiIiIiMhZ5LibhowxnwBNjTFLAENxWGgzxRuFNgHTD3lkpDHmDWPM+8aYT4wxXxtj1tg8t8g5x+lwMqjhIBalLiIpLcnb48gRhPj78MWwtkQE+TF05AK2peXYV9zhhNoXg9O3zKW+/nsLk5emcF+XBlzaIMqG4cRT/t7xN5v3b9aWIRERERERERERERERERGx3XFDQwDGmIySD1OAeKAvcDXQE+gHDCl1+0zLsjZYlvWaZVkX2jiryDmvd/3eBDgDSEhM8PYochTRoQF8MawtBUUubhg5n4ycAm+PdJDFW9N59vvVXBYXzV2d6nl7HDmOhMQEIgMiuaLWFd4eRURERERERERERERERETOMicUGvqHMSbTGDPWGDPZGPOTMeZ7Y8wkY8wYAMuyHMBbwJ/A9cAcy7I2WpbVxP7RRc49Yf5hXFXnKr7f+D0ZeRneHkeOon7lCnxyfRu2p+Vyy1cLySt0eXskAPZk5XPHqMVUCQvgjQEtcDis4z8kXpOclcys7bPoW78vfk4/b48jIiIiIiIiIiIiIiIiImeZkwoNHY8xxm2M+dIYcz1QBegFzAd0lpKITQY3Gky+K59J6yd5exQ5hvPrVOS1Ac1ZsDmd+8ctxe02Xp2nyOXm7tFLSM8p4IMhrQkLKvsxZ+JZY5PGYmExoOEAb48iIiIiIiIiIiIiIiIiImchW0NDpRljXMaY74wxg4wxRZ7qI3KuaRDRgLZV2jI2cSwu9+mxwUaO7JrmVXn8ykb8uGInz/+4xquzvPrrWv7auJfnejWlaWyYV2eR48srymPSuklcVuMyqgRX8fY4IiIiIiIiIiIiIiIiInIWsiU0ZFmW07KsUDtqicjxDY4bTEp2CjO3z/T2KHIcN19cm6Hta/HZnE18NmeTV2b4ZdVOPpy1gfh2NejfprpXZpCT89Omn9iXv4/4uHhvjyIiIiIiIiIiIiIiIiIiZym7Ng1dCaRbllXHpnoicgwdq3ekSnAVEtYkeHsUOQ7Lsnji6sZc0aQyz/2wmp9W7CjX/ht3Z/HguGU0rxbGUz0al2tvOTXGGBISE6gXXo82ldt4exwREREREREREREREREROUudVGjIsqwQy7K2WpbV/JBLuYAF5Ns2mYgclY/Dh4ENBzJv5zzWp6/39jhyHE6HxVuDWtKyejgjxi5l4ea0cumbU1DE8FGL8XFavH9ta/x9nOXSV8pm2e5lrElbQ3xcPJZleXscERERERERERERERERETlLneymoVygGlB0yOuFgEGhIZFy07d+X/wcfiQkatvQmSDA18mnN7SlWnggN3+1kPW7sjzazxjDo5NWsHZXJm8NaklseKBH+4l9EhITqOBbgavrXO3tUURERERERERERERERETkLHZSoSFjjKvkw8Kj3OIu2zgicqIiAiK4ss6VfLfxO/bl7/P2OHICIoP9+GJYO3wcFkNHzmdXZp7Hen311xamLE3h/i4NuKRBlMf6iL325O7h1y2/0rNeT4J8g7w9joiIiIiIiIiIiIiIiIicxU5209A/zEm+LiIeMDhuMLlFuUxeP9nbo8gJqlExiM9uaMverAJu+mIh2fmHLm4ru0Vb0nj2+9V0jovmzk71bK8vnjN+7XiK3EUMihvk7VFERERERERERERERERE5Cznc6yLlmU1Al4FCjg4EPSeZVmlz9apVPL+a8uyCo7QI9AY07Wsw4rIwRpVbESr6FaMSRzDtY2uxelwenskOQHNq4fz7uCW3PLVQu4cvZhPr2+Dj/N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      "text/plain": [
       "<Figure size 2880x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(40,12))\n",
    "plt.plot(avg_month['month'], avg_month['val'],label='val_avg')\n",
    "plt.plot(avg_month_2021['month'], avg_month_2021['val'],label='val_2021')\n",
    "plt.plot(avg_month_2020['month'], avg_month_2020['val'],label='val_2020')\n",
    "plt.plot(avg_month_2019['month'], avg_month_2019['val'],label='val_2019')\n",
    "plt.plot(avg_month_2018['month'], avg_month_2018['val'],label='val_2018')\n",
    "plt.plot(avg_month_2017['month'], avg_month_2017['val'],label='val_2017')\n",
    "plt.legend(prop = {'size':20})\n",
    "plt.title(\"配件总额周期性变化\",fontsize=30)\n",
    "plt.xlabel(\"月份\", fontsize=20)\n",
    "plt.ylabel(\"配件总额\", fontsize=20)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 三月后的周期性查看\n",
    "剔除2月计算值影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_month_split = avg_month.loc[avg_month['month_int'] >=3]\n",
    "avg_month_2021_split = avg_month_2021.loc[avg_month_2021['month_int'] >=3]\n",
    "avg_month_2020_split = avg_month_2020.loc[avg_month_2020['month_int'] >=3]\n",
    "avg_month_2019_split = avg_month_2019.loc[avg_month_2019['month_int'] >=3]\n",
    "avg_month_2018_split = avg_month_2018.loc[avg_month_2018['month_int'] >=3]\n",
    "avg_month_2017_split = avg_month_2017.loc[avg_month_2017['month_int'] >=3]\n",
    "avg_month_2016_split = avg_month_2016.loc[avg_month_2016['month_int'] >=3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PQKU8QVL/ZyTdtABG17D+lQohdCN5fluShNYGxBjLP7afFZO6rvy2Z1mQdJ+pEBxajyQ4tFuMcWqF67sAI0k60YwjeWwDa1n7rsCTQFuSYMzeMcaPazNHfUiFrkaQbPM1FfhrLS7/b4xx9zqsOZ4VnY2q0gEYX+6aUla8B/4QY7yp3LmPAQcCS0MIt8QYZ9S2piqU75x2TGqdVRFIfhc1xUCSJEmSJKmBGRqSJEmSJKlxKd8NZb3U7ewaXtOU6j90h6SDUVnAZVHqdniM8bkQwv9CQyGELOCwcuOLazB3XdXX3yhWttUSIYRfAQ+ShG6eBR4CJocQ7iQJUO0DnE6yHdOpFS7/Saea1JZoJwMzgF3KDVXX+anssZZ1kHqVZPu3qrxTxfG/A9dXs1Z9qDRkU42ybey+rGwwxjgLGBlCKKv/2xjjh3UprrwQQkuSn+c6JM/Xr2OM31Y4reznX3HbvKblvv9feCMVHDqKJMizJ7A+cAnJc1+2bgfgJZIuOEtJtl07u5blH5r6ygMmA/vGGCv9+aVL6n3Qn6QDVAC+BQ6OMVb3OyhTyndyqth56k6S0FBZx6EL62nNFuW+n5XaDm1VVRc0lCRJkiQpLQwNSZIkSZLUuJTvMLNt6nZqhXOaVrhfdk1ZR6LhMcYhNVksxnhRCKE58LPte2KMpSGE7YGjgddrMt8qyK7+lBqprlPH18CPwCySLjBXAZ2Ay4CzWNGR6dgY49xq5sonFdKKMRZV0k2nKmUBobKQQzFJeGspSaehYirvINSEFZ2GmlL37kx7hhC+rnBsZcXX5e9HZa/dKrfVSnX2+XXqbr10sYoxLgwhnAncC1wXY3yxktOaVrgtk1/F92XP72HAayQhrrMqXLsrSZgI4KQY4ye1eD2UKftZjCHpjlTxfd8QTq5w/1V+/vunKnUJl9XWTJL36yKS0F0pK94HPwnexBifDSF8BGwNnBJC+FuMcUE91FA+4Ffd7whJkiRJkho1Q0OSJEmSJDVO2cBBqe/HpG7LgiR/CSH0YEXHi7IPzavrcFOpGOMZKxkrJb3bkpVplrrdM7UVV12tNDQUY/w0hNAfyE51CDk7hPB/JF1i2qROWwJsEUJ4K8ZYsXtJeWVBp8m1rLFD6nZpqqY2VZ+6ciGEPnW4rAWwUS3Or8vfjxaSBLM+quqEGGNJCGFDkm3x/lWHNaqa9/kQwkYr6YxVTNIdquJWdjmp42XnVJx3YQhhlxjjz7YLjDE+HkLYH/hljPGhmtYaQuhV4dA/geNjjJnqPNMT2IEkwHQ4MBTYLYSwYw1CdGnfWiv1+2hW+WPlwlmVdfy5EXgYaAUMSd1fVR3LfT+9HuaTJEmSJCljDA1JkiRJktS4lAVmTgY6k2xNVtYV5vvU7VbAHZVc85Pts+pDCGFbknDLUpIgRWVrlIUFWqXCTOU1IdkGqhkwP8b4YxVL5VUxd21V+7eO8qGP1LZSl5MEaYpJOod0IgkXnBVCOD/G+M8qpioLOs2pZY3tU7eLVnpW+oyOMR5a/kAIoQVJ0KcyZV13uoYQtqow1qWyC2KMFwAXhBBWul1cKhxzYwihRwhhM5LAVjE/76LUMfXaykrV0zR1/SdVzLs4hJBP8rwuIQkIlcQYS2OMl5BsL1bxmmlVPZ5y5/wsMFRu7FWSzjw1kupcNLzcodtjjKfX9Pp0iDFOBh4DHgshHAA8RRIwexA4uJrL0x4aqkZlYcMngAUkoaGh1E9oqPxrZDpACOGPwJWrMOc9McaTVqkqSZIkSZLqwNCQJEmSJEmN0+DU7cMxxrIPw/8BtAM2TN0/BmiZ5jrepOZhgLNTX1W5m59vfwRAjPEqkq3CGkRI2pMcRRIi6Ah8AwwCPgNOBf4E9AL+L4RwIskWbRWVhYZmVDK2MmWhoXnl6vk9cFsNr78pxnhOLddcFWXbeJ2R+qqxGGPFbj5VORm4eCXjT1VybBzQdyXXHEQSgPmfOmwZVmYmsGWMcZU7y4QQOgO3sGI7sjJvr+rc9SnG+FwI4TaSrdgOCiF0TQWrqtI6dbvbKnYLqzcxxiUhhMeATYEz62naPqnb6THGotT35bta1Sb8mEWyrVuVYTRJkiRJktLJ0JAkSZIkSY1L2Yft2wLbkYRYkoFka55by+6HEA4i/aGh5UARKzoNFfPzjh6dSbq/zAcKyh0PJH97aAI05+fdY2os1ZUlxhifrOscqXlySLZdugjYMnX4LuDccl1kbgghjABuBn5H8oH+LJLHU17X1O3UWpaxfup2UrljZV1+Sqh6u7MuJAGuBTVdKITQjuQ5q00oITuE0J7keY+s+PvRdH4ajoAkxNa2FnNXpZSk89Iiktdc2Wuld7m1C0lCFk1TX9WFM2LqmiWp27IOMbP5+eOoTNnaETh2VQNDIYQ84HTgzySdbyDZjqxieKgxeYEkNARJWHFloaGyn+9ikp9xbfVgxZZ/9em8GGNBPc63cer263LHyrYxHBdjXFmQ7SdCCM8D+5a7XpIkSZKkBmVoSJIkSZKkxqUsmFISY3xspWc2gBhjtaGkch983xxjvKy2a4QQuqwskBFC2IkkXLE8hLBDjPHTKs7rTdINprKuNGXuAIaUuz+eJHh1TyVdaCJwEvB/McaSEELFv6Osl7qtuEVWdX9v2Tx1Wz40VNaxZHKMsU9lF4UQXgN2IwkB1dQI4MAKxwZU0wnm4dTtKcC75Y7/Ksb4ZoWaLgMurUU9lapqy7BydR4WY3yvlnOOAkaVm+tfwJHAd8DuMcYqgxohhL+QhHsA/hRjfL42a1cy3ybAf4DuqUOLSYJqd4cQMhIaCiHsCewIvBdjfLGK0+aX+766113Z1oS3xhj/WId6xrMiqFVv6jkwBMn2kABflTu2qlsr1uY9LUmSJElSvTE0JEmSJElS41KWXLk1hFBdd5gOFa5Z7aQ6/3wbQvgAGBxj/DGE8CxwAHBvjPFE4GPgC5IP60eFELaJMS6oMM9GJKGMbiGEI1fSkehMYAeSDk5bk3RP6bOSEs8tt1ZOufU6sqLjyJgK1+Sv5PFms2JLrQnlhtK1ndNUkse6hCSYULKStbJJas9jRUejTcuNf5mmGhvKCSQ/+18AI0IIv4sx/izsEUIYworA0IgY499WdeEY45chhKdJtmF7ATg5xjh+VeddRb8ChgJjQwgvldsGsbxty30/rqqJQgi5wBapu5WG+hqpsi3VatQFLdW5q+z9+99yQ6saGlrV6yVJkiRJqhNDQ5IkSZIkNU6H1eLc1TY0RLIFWwtgF1ZsbVbWdWcpQIxxcQhhIDCWZGuvu4HfVphnKskWYr2Af4YQDo4x/qfiYjHGJSGErWOMRSGEt0hCQzuU72ITQujBii5A5bvRNC/3/QCSkM0XMcbyHYNIPZ6qbMiKUNHYlZxXL2KMQ8u+T3VKOjjG+ETF80IIGySnx+8qHB+W+nZ6jHFOWotNsxjjohDCASTdk34FEEI4pnzHoRDC0cCdqbtP8tOuVKvqLOA/lf38M+RRktBQP+AyKnSMCiG0Bc5N3X0jxriyLcf6kQTNAN6p3zLrTwihM0l4Lh/YG2iTGiqo4RT7seL37Rvljq9q6C9doUFJkiRJklYqK9MFSJIkSZKkn8hO3faMMYaVfbGiU02N//s+1SGnMTkgdftOjHFe6vuyEMfSspNijN8DZ6fu/iaEsE/5SWKMC0k+0B8H5AJPhBB2rGzBGGNRZcerUD40dCqwB/AsK8IU94bEn4BWwDqs6LhSmT1St0X8tCNLbi1qyq7+lEqdCjweQngjhLBh2cEQwubAq8DLIYRe5Y7nAQNTd5+p45qNSoxxMklYZBpJcOiVEEKPEEJ2COFG4CGSf2Q3mmQ7tuX1uHbhqgSGQgjXhhC6V39mjet5jeS1DHBJCGFUCGHvEML6IYQDgddJQnhFrHi9V6Vsi7UfYowT66vG6qQ6ldXGQ8BsYDJwf7nj71Z++s/8KnU7Ocb4Q7njhn4kSZIkSaslQ0OSJEmSJDUudflv9dpcc1MI4fkQwgl1WCcdDkndPlnuWFmoZ1n5E2OMw4HngEFVdBGaTRIcmgY0A54OIfSteF4t/S80FGP8MBW0OJRki6JpwDDgYeAK4CWgUzWhibKQ1CcVwktNU7e9Qwixsi9gt9Q5zWr7IFLbt5VtszWTn26NNg1YRBIQebFcsOy3rOjEMqq2azZWMcavgV2B74Adgc+Bt0lCaRG4FjiiPgNDqyq1/dfZwMQQwj/rceqjSR47wOEkW/x9SxIS25ykA8+hMcaKW/BVrG1Q6u7j9VjbSoUQWgLPlzt0bqpL2MoMr3B/OfCXGONnNVhvPeDg1N2K4a/VudubJEmSJGkt5vZkkiRJkiQ1LmUfPr8bQiip5tyyD8hr03mmNbAvSVec+1ayftqlOtxslrpbPmxQWMnpZQ6OMZZWmOdIkqDR0zHG8akuKW8C7YBRIYTNK15Twf+FEMoHlMr/veQnHURCCL8EbkjdPSe1ddq/STqQtAVeCiEcFmN8ueIiqa2R9k3d/XeF4eX8NMizMkurP+Un67YEHiPZXu194HflA0sxxtkhhAHAGJLt054NIRwE/DV1ykTgZ4+nlspeo43iH7DFGL8LIRxL8rhaA9unhh4CLo4xVvfeq4lQ4bY6rVcyti0rXpcFdS2oohhjQQhhN2AwcCxJl6wcYDzwFHBTjHFaNdMMATqkvh9RX7WtTAihPfACsE25w/2BMSGEoTHGp6q49EXgKpKg3FfAuzHGxTVc9jpWvH7/r2JJqdv1QgiTazgfrPi5NYr3hSRJkiRp7WNoSJIkSZKkxqVsu53qOmaUV/G/71f23/sbpG5frWK87MPr2gSRahuOKHN86vb9GGP5wExZYONnW3ZVEf45ChhAsjVZ3xjj2BDCMcCDwBkrCQyVPcbeK6kxGygGCCH8hqSzUA7wcIzx/1I1PRxCWAiMBFoCz4UQfhdjrNid51xWPDdPVnhc91F5iKs6eSsbTG0xNpKka8xcki23frY9W4xxXAjhjFQNY4E/AmVbYf1lJV13avq3pbwKt2X1tUt9WwgUxhiLq5sohBBIXht5QD5QUJMt51LXbQLsDxwB/CI1tACYD/QEjgEOCCE8R/IeeR/4tiZ1VaKm76WFJK+bk0MI75Nsn1VeG1Z0iQJ4ug61VCkVkLon9VUrqfDOFam7L9ekY08V8+QDnVJ3VxbwI4TQiaSr1+apQ5+QPH+7Ap2B0SGEj4HrgRdSHcgAiDHOJXlt16SmVjHGBanvTwQOSw19x8+3Myt7jpuw4n1TG7XdZk2SJEmSpHphaEiSJEmSpMal7MPnnjHGlXasCCGMJwm8lP33/ZLU7c4hhNYxxvkVzt+SpJMM/LzTTcX1a/M3g7IPvGt8TQihNUmHEoBHKwyXdf3ZLISQvbKuLyGE/sCBqbvvlx2PMT4eQni3mi4pZfXuEGN8r9ycPYBJqbs5IYRuwF9IOrEAvAYMLT9RjHF0COFUkuBFLnBfCOHlGGNBas4NgNNSp/8YYxy7krqqFELYmKQ7SRZJmOSYcsMFlVxyO7APSRBj0Mq2Tosx3h9CWEwqFJU6PA54oJI6/gCsC/w6dWhhNaXnVrgt8zgrtl0jyfVU6t2VjO1B8pyUr68dSXhjE2DL1Nd2rOjsAkk4527gJpL3zqnAWSSBvWNY8bMtCiF8C3wNTAXmpG6HV9PBqqbvi7dIgkxbkQS2VmY8P92SK2NSIaw7STp6AVxSi2s3I3k/FZP8nHZkxRZ9c1dyXRfgFWDj1KHhwNAYY2kIYS+S9986JD/Lh4EYQviCpIvWTJLnvIAk4JhF8tw0B1qQvJ+6AN1IwpX/An6fWqcA+JLk9XRFjPEnHchY8RyPizHWeEvEEMLzJN3H8mt6jSRJkiRJ9cnQkCRJkiRJjcvPuuvUQFk4YVzqdj1gWghhZoXzupJ8WD4ZeKeKuco6wdSmjqYVbmtiCUlA40zgkQpj81K3BwFzQwgzqLz7SBbJY80i2d7r2vKDNdhWqVkN6hxI0l2o7Ofyb+DIGOPPtgiLMQ4LIRwKHAAMLgsMpezHip/PTTVYtyobAxU7GEHSrWlRJcd/TxKWmBFjfK4G8/+bpHMLJN1/fldFaKsAOLnc/ccrOae8SjsNkTyvheW+qu0YRPIazmNFp6H/BThCCNnAeyRbVVVmIcm2Vv8EnqrQoeiGEMLNJCG0o0ies1Yk74VNU19lhlYTGIKqH3NFZwD3k4SaqnrfLSIJxZ1dx65H6XADcGTq+0dijFX9TqnMNySBs54Vjs/n5118yhvEisDQv4GTyp6HGONLIYRNgdOBP5AExALJFoibVTJXdf7X+SvG+FgI4QngFH7++wqqf46r02IVr5ckSZIkqU4MDUmSJEmS1LjU5cPnsqDBcyQdV3YnCahUtu3WAuCslQQemlW4rYnmqdsaf/Cd2u6qqi25HiYJ3mxJEtpotZKplgFfAJfHGL+o6fopNXmMr5J0QjqWJCRx4co6H5EEac6OMY4sfzDGeFsI4WuSziz31rLO8p4EZgEdSbqm/EDSReW6yk6OMRYCF9d08hjjwhDCJqkaX48xflTFqf8hCX79F7g3xlhZkKK8SjsNxRh/WdPaaiLGWBJCOI0VXacWAR8CrwMvAu+tLHSTem6fAp4KITQhCfLslbrdlOQ99XaMcVgNymle4baqNb8DdqnBfI1G6mfzbeorhySoU2MxxqIQwuMkocGFwPfAB8CdFTukVbjuuhDCApItxo6u+F5MhfmuDSHcSNJha0+S7mp9gNYk28A1Jfmb6Mq2jZsHfFxh7mLgtirOr83vy8p0qP4USZIkSZLqX/h5N11JkiRJkrQ6CyF0pvKuPyXA9FRgp6prO5F8AL40xjgjTSWuVsrCI7XspFLVXM1jjItXcY42wKJ0dpwJIYRKtmCqeM5Kt47LpFTHp++BL2rQEag28zYHmscYK3bxanAhhLo+/6/HGPespxqaAe1jjJOqPfnn1zYHsmKM1W1tV9m1XWvQSUySJEmSJFXD0JAkSZIkSZK0mgkh1GXLLYDFMcYf67UYSZIkSZK0WjI0JEmSJEmSJEmSJEmSJK1lmmS6gNVZhw4dYp8+fTJdhiRJkiRJkiRJkiRJklSpDz/8cHaMsWPF44aGVkGfPn0YM2ZMpsuQJEmSJEmSJEmSJEmSKhVCmFDZ8ayGLkSSJEmSJEmSJEmSJElSZjWa0FAI4ZoQwtNVjD0fQjiu3P3NQggfhBDmhRCuCyGEcmO7hRC+CiHMDiGcU2GegSGECSGEqSGE31YYOy2EMCOE8EMI4Zf1/PAkSZIkSZIkSZIkSZKkRqNRhIZCCFsApwJnVjJ2FLBvuft5wNPAe0B/YHPguNRYR+ApYASwI3BMCGGP1NhmwMPAJcB+wF9DCBulxvYFrgFOAI4B7gshtE/DQ5UkSZIkSZIkSZIkSZIyLuOhoRBCFnAPcFOM8YcKY+2AG4Bx5Q7vDzQDzosxfg9cCAxOjR0F/BhjvCrG+A1wWbmxIcDzMcYHY4yfArcBg1JjpwD3xhifjTG+BTwJHFavD1SSJEmSJEmSJEmSJElqJDIeGgJOBjYDxocQDkl1EipzA/AESVehMlsCb8cYC1P3PwE2KTf2Srlz3we2WcWxnwghDA0hjAkhjJk1a1YNHp4kSZIkSZIkSZIkSZLUuGQ0NBRCaAFcDvwI9AbOBt4JITRPbSu2J3B+hctapc4HIMYYgZIQQtuKY8ACoFtl19Vi7CdijPfEGPvHGPt37Nixpg9VkiRJkiRJkiRJkiRJajSaZHj9w4HmwB4xxtkhhCbAZ8CxwFnAKTHGhSGE8tcUAyUV5llGsmVZMVBYyXFWYUySJEmSJEmSJEmSJElao2R6e7IewAcxxtkAMcZi4FNgg9TxZyu5Zi5QscVPS6CokrGy45VdV9MxSZIkSZIkSZIkSZIkaY2S6dDQZH7e0ac3SZehASGEghBCAfA74I4QwjPAB8AOZSeHENYB8kiCPz8ZA/oBU1Lf13VMkiRJkiRJkiRJkiRJWqNkOjT0LLBhCOHUEEKPEMIZwFbALsBmqe+3Ap4CLgGGAG8AnUIIv0vN8UfgpRhjSeq8PUIIu4YQcoDzgRdS540CBoUQ+oYQWgBnlBsbCZwRQugcQugMDC43JkmSJEmSJEmSJEmSJK1RmmRy8RjjnBDCAcD1qa/pwG9ijG+VPy+EsAiYHWOcnro/BHg0hHALEIHdU/PNDiGcC7wILAYKgONSY5+EEG4HPibZeuwb4I7UEk8DRwI/AAF4GXg8HY9ZkiRJkiRJkiRJkiRJyrQQY8x0DXUSQugCbAO8F2OcU2FsHaAv8GaMcVGFsU2A7sDrMcaiCmPbAs1TY9X+YPr37x/HjBmzag9EkiRJkiRJkiRJkiRJSpMQwocxxv4Vj2e009CqSHUderaKsR+BH6sY+xL4soqxD+qtQEmSJEmSJEmSJEmSJKmRysp0AZIkSZIkSZIkSZIkSZIalqEhSZIkSZIkSZIkSZIkaS1jaEiSJEmSJEmSJEmSJElayxgakiRJkiRJkiRJkiRJktYyhoYkSZIkSZIkSZIkSZKktYyhIUmSJEmSJEmSJEmSJGktY2hIkiRJkiRJkiRJkiRJWssYGpIkSZIkSZIkSZIkSZLWMoaGJEmSJEmSJEmSJEmSpLWMoSFJkiRJkiRJkiRJkiRpLWNoSJIkSZIkSZIkSZIkSVrLGBqSJEmSJEmSJEmSJEmS1jKGhiRJkiRJkiRJkiRJkqS1jKEhrTFKi4ooWbgw02VIkiRJkiRJkiRJkiQ1eoaGtMaYev4FTDz2OIrnzct0KZIkSZIkSZIkSZIkSY2aoSGtMdocdiiF333HxGOOpXj27EyXI0mSJEmSJEmSJEmS1GgZGtIao8Vuu9Hz7rsomjyZCUcPYvn06ZkuSZIkSZIkSZIkSZIkqVEyNKQ1SvMddqDXvcMonjWLCUcPomjylEyXJEmSJEmSJEmSJEmS1OgYGtIap9k229DrgfspWbiQCYMGUTR+fKZLkiRJkiRJkiRJkiRJalQMDWmN1HTzzen94APEZcsYP2gQhd99l+mSJEmSJEmSJEmSJEmSGg1DQ1pj5fftS++HRgAwYdAxLPvqqwxXJEmSJEmSJEmSJEmS1DgYGtIaLW/99enz0EOE/HwmHHscSz/9NNMlSZIkSZIkSZIkSZIkZZyhIa3xcvv0ofdDD5HdujUTjz+BJR9+mOmSJEmSJEmSJEmSJEmSMsrQkNYKuT260/vhh2jSqRMTh5zI4nffzXRJkiRJkiRJkiRJkiRJGWNoSGuNnM6d6f3QCHJ79mTSSSez6PXXM12SJEmSJEmSJEmSJElSRhga0lqlSYcO9HrwAfLWX59Jvz+dBf/5T6ZLkiRJkiRJkiRJkiRJanCGhrTWadK2Lb0euJ+mm27KlLPPYf7Tz2S6JEmSJEmSJEmSJEmSpAZlaEhrpexWreg1/F6abbMNU88/n4JRozJdkiRJkiRJkiRJkiRJUoMxNKS1Vlbz5vS8+y6a77gj0y7+E3MfeSTTJUmSJEmSJEmSJEmSJDUIQ0Naq2U1bUqPO++gxS9/yYwr/sqc++7PdEmSJEmSJEmSJEmSJElpZ2hIa72s3Fx63HIzLffbj5nXXsusO+4gxpjpsiRJkiRJkiRJkiRJktKmSaYLkBqDkJND9+uvY1peHrNvvY24rJCOZ59FCCHTpUmSJEmSJEmSJEmSJNU7Q0NSSmjShK5X/Y2Qn8+ce+4hFi6j04UXGhySJEmSJEmSJEmSJElrHENDUjkhK4sul11KyMtl7oMjKF1WSJdLLyFkuZOfJEmSJEmSJEmSJElacxgakioIIdD5oovIystnzrBhxGXL6HrlXwlNfLtIkiRJkiRJkiRJkqQ1gykIqRIhBDqeczahaT6zb72N0qJCul97LSEnJ9OlSZIkSZIkSZIkSZIkrTJDQ1IVQgh0PPVUsvLymXnddUwuWk73m24kKzc306VJkiRJkiRJkiRJkiStkqxMFyA1du0Hn0DnP/+JRS+/zORTT6N06dJMlyRJkiRJkiRJkiRJkrRKDA1JNdDuqKPo+tcrWPz220w66WRKFy/OdEmSJEmSJEmSJEmSJEl1ZmhIqqE2AwfS7dprWfLhh0wcPISShQszXZIkSZIkSZIkSZIkSVKdGBqSaqH1wQfR/cYbWfrFF0w87niK583LdEmSJEmSJEmSJEmSJEm1ZmhIqqVW++5Dj9tupfDbb5l47HEUz5mT6ZIkSZIkSZIkSZIkSZJqxdCQVActd9+dnnfdSdHEiUwYdAzLZ8zIdEmSJEmSJEmSJEmSJEk1ZmhIqqPmO+5Ir3uHUTx9OhOOHsTyKVMyXZIkSZIkSZIkSZIkSVKNGBqSVkGz/v3pdf99lMyfz/ijB1E0YUKmS5IkSZIkSZIkSZIkSaqWoSFpFTXdckt6P/gAcdkyJhw9iMLvvst0SZIkSZIkSZIkSZIkSStlaEiqB/kbb0zvEQ8SiUw45liWff11pkuSJEmSJEmSJEmSJEmqkqEhqZ7kbbABvUeMIOTmMuHY41j62WeZLkmSJEmSJEmSJEmSJKlShoakepS3zjr0fvghslu2ZOJxx7Pkww8zXZIkSZIkSZIkSZIkSdLPGBqS6llujx70fvghmnTsyMQhJ7L4vfcyXZIkSZIkSZIkSZIkSdJPGBqS0iCnSxd6P/wQuT16MOmkk1n0xhuZLkmSJEmSJEmSJEmSJOl/DA1JadKkQwd6jXiQ3PXWZdJpv2fBiy9muiRJkiRJkiRJkiRJkiTA0JCUVk3atqX3Aw/QdJNNmHLW2cx/9tlMlyRJkiRJkiRJkiRJkmRoSEq37Fat6Dl8OM369WPqeX+gYNTjmS5JkiRJkiRJkiRJkiSt5QwNSQ0gu0Vzeg67h+Y77MC0iy9m3qOPZrokSZIkSZIkSZIkSZK0FjM0JDWQrKZN6XHnHbTYYw+mX/4X5jzwQKZLkiRJkiRJkiRJkiRJaylDQ1IDysrLo8ctN9Ny332ZefU1zL7rrkyXJEmSJEmSJEmSJEmS1kJNMl2AtLYJubl0v+F6publMuvmWyhduoyOZ51JCCHTpUmSJEmSJEmSJEmSpLWEoSEpA0KTJnS7+mqy8vKZc/fdxGXL6HThBQaHJEmSJEmSJEmSJElSgzA0JGVIyMqiy18uJ+TnM/fBByktKqTLn/9MyHLXQEmSJEmSJEmSJEmSlF6GhqQMCiHQ+Y8XkZWfx5xh9xKXFdL1r1cQsrMzXZokSZIkSZIkSZIkSVqDGRrSGqO0NFJaXEqT3NUrcBNCoOM55xDy8pl9++3EwmV0u+YaQk5OpkuTJEmSJEmSJEmSJElrKENDWmO89sjXLJi9lANP3ZKcvNUwOPT708jKz2Pm9TdQWlRE9xtvJCs3N9OlSZIkSZIkSZIkSZKkNVBWpguQ6kv3Ddsy9ZsCnrn9E4qWFWe6nDppP2QInf/0Jxa99DKTT/s9pcuWZbokSZIkSZIkSZIkSZK0BjI0pDXGRtt3Ye/BmzLt+/k8fesnFC1dPYND7Y4+ii5X/IXFb73FpJNOpnTx4kyXJEmSJEmSJEmSJEmS1jCGhrRG2aB/Z/Ydsikzxy/gqVs/pnDJ8kyXVCdtjzySbtdczZIPPmDiiUMpWbgw0yVJkiRJkiRJkiRJkqQ1iKEhrXHW27oT+w7djFkTF/LULR+zbPHqGRxqfcghdL/xRpZ++ikTjz+BkoKCTJckSZIkSZIkSZIkSZLWEI0mNBRCuCaE8HS5+wNCCD+EEIpDCJ+EEDYrN7ZZCOGDEMK8EMJ1IYRQbmy3EMJXIYTZIYRzKqwxMIQwIYQwNYTw2wpjp4UQZqTW/GU6H6vSb92tOrL/SZsze8oiRt88lmWLVs/gUKv99qXHbbdSOG4cE449juI5czJdkiRJkiRJkiRJkiRJWgM0itBQCGEL4FTgzNT99YAHgD8C3YCPgeGpsTzgaeA9oD+wOXBcaqwj8BQwAtgROCaEsEdqbDPgYeASYD/gryGEjVJj+wLXACcAxwD3hRDap/VBK+36bNGBA07ZgnnTlvDkTWNZurAo0yXVScs99qDHXXdSNGECE445luUzZma6JEmSJEmSJEmSJEmStJrLeGgohJAF3APcFGP8IXV4Y+DCGOP/xRhnAn8nCQgB7A80A86LMX4PXAgMTo0dBfwYY7wqxvgNcFm5sSHA8zHGB2OMnwK3AYNSY6cA98YYn40xvgU8CRyWlgesBtV70/YceOoWFMxMgkNLFqyewaEWO+1Er2H3UDxtGhMGDWL5lCmZLkmSJEmSJEmSJEmSJK3GMh4aAk4GNgPGhxAOCSHkxRifiTHeXe6cTYDvUt9vCbwdYyxM3f8kNV429kq5694HtlnFsZ8IIQwNIYwJIYyZNWtWTR+jGsKkD+DHN352uOcm7TjotC1YMHspT974EYvnF1ZycePXbNtt6XXfcErmzWP8oEEUTZyY6ZIkSZIkSZIkSZIkSdJqKqOhoRBCC+By4EegN3A28E4IoXm5c5oAfwDuSh1qlTofgBhjBEpCCG0rjgELSLY3+9l1tRj7iRjjPTHG/jHG/h07dqz5g1X6vXolPHgIvPo3KCn+yVCPvu04+PQtWTivkCdvHMuieatncKjpVlvR64H7iUuWMuGooyn8/vtMlyRJkiRJkiRJkiRJklZDme40dDjQHNgjxngpsDfJ1mPHljvn4tTtHanbYqBi4mNZ6rqKY2XHK7uupmNaXfz6YdjyN/D6NTDiEJj/0y28um3QlkNO35LF8wt54saPWDh3WYYKXTVNN92UXiMeJMbIhEHHsGzcuEyXJEmSJEmSJEmSJEmSVjOZDg31AD6IMc4GiDEWA58C6wOEEHYBzgV+U247srlAxRY/LYGiSsbKjld2XU3HtLrIawGH3QWH3gVTP4a7doJx//7JKV3Xb8MhZ2zFsoVFPHnjRyyYvTQzta6i/A03pPdDIwi5uUw85liWfvZ5pkuSJEmSJEmSJEmSJEmrkUyHhibz844+vYEpIYTewL+A02OMn5Ub/wDYoexOCGEdII8k+POTMaAfMKWy62oxptXNVr+Fk96A1j3g0d/A8xdB8YpGUl3Wbc2As/tRuKSYJ278iPmzVs/gUN4669D74YfIatGCiccfz5KPxma6JEmSJEmSJEmSJEmStJrIdGjoWWDDEMKpIYQeIYQzgK2A51JjzwCjQggtUl8BeAPoFEL4XWqOPwIvxRhLgKeAPUIIu4YQcoDzgRdS540CBoUQ+oYQWgBnlBsbCZwRQugcQugMDC43ptVRh/Vh8Euw3VB47w4YvjfM+f5/w516t2LAWf1YXljCkzd+RMHMJRkstu5ye/Sg98MP0aR9eyYOGcLi997PdEmSJEmSJEmSJEmSJGk1EGKMmS0ghJ2A64EtgenAOUAEnqzk9HVijONDCIcAjwJLUufuHmP8MjXfycAtwGKgANghxjgjNXYlyXZnRcA3wC4xxqWpMNII4HAgAC8Dh8Rqfjj9+/ePY8aMqfuDV8P46hkYfRqUFsNBN8MWR/5vaPbkhYy++WOyswMDzu5H2y7NM1fnKiieNYuJJ5xA0cRJ9Lj9NlrsskumS5IkSZIkSZIkSZIkSY1ACOHDGGP/nx3PdGiorkIIXYBtgPdijHMqjK0D9AXejDEuqjC2CdAdeD3GWFRhbFugeWqs2h+MoaHVSMEkGDUEJr0H/Y6G/a+F3CQgNGfKIkbfPJYQAgPO6ke7bqtpcGjePCaeMJjC776jx8030XLPPTNdkiRJkiRJkiRJkiRJyrA1LjTUGBgaWs2UFMNrf4M3b4QOG8KR90PnTQGYO20xo28aS4yRAWf1o333Fhkutm5K5s9n4tChLPviS7pfew2tDjgg0yVJkiRJkiRJkiRJkqQMqio0lJWJYqSMyG4Ce14Cg56ApfNg2C/hg+EQI+26NufQc/qRlRV48saxzJ68MNPV1kl269b0Gj6cplttyZTz/kDBE09muiRJkiRJkiRJkiRJktQIGRrS2me9PeCUt6H3jvDsOfDYsbC0gLZdmnPouVvTJDeLJ28ay6yJq2lwqEULet1zD81/sT3TLrqIef/3f5kuSZIkSZIkSZIkSZIkNTKGhrR2atEJjhoFe10GXz0Dd+0Ckz6gTadmHHrO1uTkZTP65rHMGL8g05XWSVazZvS4805a7LYb0y+7nLkPPpjpkiRJkiRJkiRJkiRJUiNiaEhrr6ws2PlsOOH55P79+8FbN9O6fR6Hnbs1ec2a8NTNY5n+w/zM1llHWXl59LjtVlrusw8zrrqa2Xffk+mSJEmSJEmSJEmSJElSI2FoSOq5HZz8Jmx0ALx0KTwykFZ5izj0nK1p2jKXp279mGnfFWS6yjoJubl0v/EGWh18MLNuuomZt9xCjDHTZUmSJEmSJEmSJEmSpAwzNCQBNG0DvxoBB94I49+Cu3aiZcF7HHrO1jRvncdTt33ClG/mZbrKOglNmtDt6qtoPfAI5tx5FzOvvc7gkCRJkiRJkiRJkiRJazlDQ1KZEGDbwXDiK5DfGkYcSouPruXQMzenZds8nrntEyZ/PTfTVdZJyM6m61/+QtujjmLu/fcz44oriKWlmS5LkiRJkiRJkiRJkiRliKEhqaIum8HQ12Cro+DN62n+xOEcOrgzrTo25Zm/f8qkL1fT4FBWFp3/dDHtBp/AvH88yrQ//ZlYUpLpsiRJkiRJkiRJkiRJUgYYGpIqk9scDv07HD4MZnxOs0d259ADZ9GmUzOeveNTJnw+J9MV1kkIgU7nnUeH005j/uOPM/X8C4jLl2e6LEmSJEmSJEmSJEmS1MAMDUkrs8Wv4KQ3oG1vmj59FIduPpq2XZry3F2f8uOnszNdXZ2EEOh4+u/peM45LHj2Waaccw6xqCjTZUmSJEmSJEmSJEmSpAZkaEiqTvv1YPCLsP0p5H98OwPa/IkOnXN4/u7P+GHsrExXV2cdhp5I5z/+kYUvvsSk00+ndNmyTJckSZIkSZIkSZIkSZIaiKEhqSaa5MH+V8NvHiV/8bccwnF0bF/EC8M+57sPZ2a6ujprd8wgulx+OYvfeJNJJ59C6ZIlmS5JkiRJkiRJkiRJkiQ1AENDUm30PQBOfou87utzCMfSudUs/jP8c74dMyPTldVZ21//im5XX8WS//6XiScOpWTRokyXJEmSJEmSJEmSJEmS0szQkFRbrXvAsc+Qu/vpHJR7Bl3zf+DF4V8w7v3pma6szloPGED3G29g6SefMPH4EygpKMh0SZIkSZIkSZIkSZIkKY0MDUl1kd0Efnkxucf/i4O63EK3nM956f4v+OqdqZmurM5a7bcfPW69hcKvv2bCccdTPHdupkuSJEmSJEmSJEmSJElpYmhIWhXr7ErOqa9w4Dbv0DP3E14Z8RVfvvptpquqs5a//CU97ryTovHjmTDoGJbPnJnpkiRJkiRJkiRJkiRJUhoYGpJWVYuO5Az6BwcMzKFX3se8+s9JfP7kW5muqs5a7LwTPe+5m+XTpjFh0CCWT119uydJkiRJkiRJkiRJkqTKGRqS6kNWFk12PZ0Dzt6NPs0/5/Xni/j03gehtDTTldVJ8+22o9fweymZO48JRw+iaNKkTJckSZIkSZIkSZIkSZLqkaEhqR5l9+nPfpcPYp0OE3lzTE8+vvYvsHBGpsuqk2b9+tHrgfspXbyYCUcdTeEPP2S6JEmSJEmSJEmSJEmSVE8MDUn1LLtFW/a9bBDr9VnM2+N35aOr/gLfv5Lpsuqk6aab0mvECGJJCRMGHcOycd9kuiRJkiRJkiRJkiRJklQPDA1JaZDdJJu9/3Ag62+Wz7tzj2DMnY/AS5dByfJMl1Zr+RttSO+HHiI0acLEY45h6edfZLokSZIkSZIkSZIkSZK0igwNSWmSnZ3F3qf8gg37d+D9RUfxwfNT4P4DoGBipkurtbx116H3ww+R1aIFE48/niVjx2a6JEmSJEmSJEmSJEmStAoMDUlplJWdxZ4nbE7fHbrw30W/5f1vNiHeuTN8+VSmS6u13J496f3wQ2S3a8vEwUNY/P5/M12SJEmSJEmSJEmSJEmqI0NDUpplZQV+OWhjNtmpK2MWDOC9ZScS/zkInj0Xli/LdHm1ktO1K70feoicbl2ZNHQoi958K9MlSZIkSZIkSZIkSZKkOjA0JDWAkBXY/ai+bLprdz6asRNvt7yZ+N974d49YdY3mS6vVnI6daL3iBHkrrMOk089lYWvvJLpkiRJkiRJkiRJkiRJUi0ZGpIaSMgK7PbbDdl89x588l1v3uo2kjh/KtyzG4x9BGLMdIk11qRdO3o/+AB5G2/M5DPOZMHzz2e6JEmSJEmSJEmSJEmSVAuGhqQGFEJgl19vwJZ79uTTsdm80XUUsevWMPpUeOIkKFyY6RJrLLt1a3rdN5ymW27JlHPOZf7o0ZkuSZIkSZIkSZIkSZIk1ZChIamBhRDYaeD69NunF5+/W8BrOdcTd7sIPnsM7t4Npn2S6RJrLLtFC3oNu4dm22/H1AsvYt4//5XpkiRJkiRJkiRJkiRJUg0YGpIyIITADoetxzb79ebLt6fxyqQBlA56CpYvgXv3gvfuWm22K8tq1oyed95J8113YfqllzJ3xIhMlyRJkiRJkiRJkiRJkqphaEjKkBAC2w9Yl20P7MPX70zjldfbUzr0LVh3D3j+Avi/38GSuZkus0ay8vPpedtttNx7b2b87Spm3zMs0yVJkiRJkiRJkiRJkqSVMDQkZVAIge0OXpftD1mHce9P56V/zaD014/Cvn+Db1+Eu3aGCe9muswaCbm5dL/pRloddBCzbryRWbfeRlxNuiVJkiRJkiRJkiRJkrS2aZLpAiRB/wPWISs7i3ef+J7Sksjeg08hu9cOMPIEeOAA2P2PsMs5kJWd6VJXKjRpQrdrribk5TL7jjsoLVxGp/POI4SQ6dIkSZIkSZIkSZIkSVI5hoakRmLrfXsTsgLvjPqOWBrZZ8hWZJ/0BjxzFrz6Vxj/Bhw+DFp2yXSpKxWys+l6xRVk5eUxd/h9xKXL6PyniwlZNjaTJEmSJEmSJEmSJKmx8FN8qRHpt3cvdj5yA374eBbP3/M5Jdkt4IjhcMhtMOkDuHMn+PalTJdZrZCVRec//5l2xx/PvH/8g2mXXEIsKcl0WZIkSZIkSZIkSZIkKcXQkNTIbLlnT3b9zYaM/3Q2/777M4qLS2HrY2Doa9CiEzxyBLx4CZQsz3SpKxVCoNP5f6DDqacwf+Qopl5wIbG4ONNlSZIkSZIkSZIkSZIkDA1JjdLmu/dg96M2YsLnc3juzs8oLiqBTn3hxFdgm+Ph7Vvgvv1g3vhMl7pSIQQ6nnEGHc8+mwXPPMOUc84lFhVluixJkiRJkiRJkiRJktZ6hoakRmrTXbrzy2P6MumruTx7x6csLyqBnKZw8M1w5AMw+xu4a1f44skMV1q9DicNpfNFF7LwP/9h8ulnUFpYmOmSJEmSJEmSJEmSJElaqxkakhqxjXfsxl7HbsyUcfN45rZPKFqW2t5r08Pg5Dehw/rw2LHwzNmwfGlmi61Gu2OPpctll7Ho9deZfMoplC5ZkumSJEmSJEmSJEmSJElaaxkakhq5jX7Rlb2O34Rp3xXwzO3lgkNt+8Dxz8OOZ8CY+2DYL2Hm1xmttTptf/Nrul51FYvfe5+JQ4dSsmhRpkuSJEmSJEmSJEmSJGmtZGhIWg1suF0X9hmyGdN/WMDTt35M4dJUcKhJLuxzBRw1ChbNhHt2h48eghgzWu/KtDnsULrfcD1LP/6EiScMpmT+/EyXJEmSJEmSJEmSJEnSWsfQkLSaWH+bTux74qbMHL+Qp275mMIly1cMbrAXnPwW9OgPT/0eRg2BZQsyV2w1Wu2/Pz1uuZnCr75iwnHHUzx3bqZLkiRJkiRJkiRJkiRprWJoSFqNrNevE/udtBmzJy1k9M0fs2xxueBQq65wzGjY40/wxeNw964w5aPMFVuNlnvuSY87/k7RDz8w4ZhjWD5zZqZLkiRJkiRJkiRJkiRprWFoSFrNrLNlR/Y/eXPmTl3MkzeNZemiohWDWdmw2x/guGehpAiG7wPv3tFotytrscsu9Lz7bpZPncbEQcewfNq0TJckSZIkSZIkSZIkSdJawdCQtBrqs3kHDjhlcwpmLGH0TWNZsqDopyf03jHZrmyDveGFi+DR38DiOZkpthrNf7E9ve69l+I5c5hw9CCKJk/OdEmSJEmSJEmSJEmSJK3xDA1Jq6lem7bnwNO2YP7MpTx501gWzy/86QnN2sFv/gH7XQPfvwJ37Qzj385MsdVotnU/ej3wAKWLFjHhqKMp/PHHTJckSZIkSZIkSZIkSdIazdCQtBrr2bcdB/1+SxbOXcaTN45lcUGF4FAI8IuTYfCLkJMPDx4Er10DpSWZKXglmm62Kb1GPEhcvpwJg45h2TffZLokSZIkSZIkSZIkSZLWWIaGpNVc943acvDvt2RxQSFP3PgRi+Yt+/lJ3baCk96AzQbCa3+DEQNgwbQGr7U6+RttRO+HHyJkZTHxmGNZ+sUXmS5JkiRJkiRJkiRJkqQ1kqEhaQ3QbYM2HHzGVixZUMQTN3zEgjlLf35SXks4/B4YcAdM+RDu2gm++U/DF1uNvHXXTYJDzZoy8bjjWfrxx5kuSZIkSZIkSZIkSZKkNY6hIWkN0XW91gw4sx/LFhfz5A1jWTC7kuBQCNDvKBj6OrTsCv84El64GIqLGr7glcjt1Ys+Dz9Mdtu2TDxhMEs++CDTJUmSJEmSJEmSJEmStEYxNCStQTqv04oBZ21F0bJinrjhI+bPWlL5iR03hCEvwbZD4N3b4b59YO4PDVtsNXK6daP3Qw/RpEsXJp44lEVvv53pkiRJkiRJkiRJkiRJWmMYGpLWMJ16t2LA2f0oLirliRvGUjCjiuBQTlM48Ab41QiY8wPctSt8Pqphi61GTudO9H5oBLm9ezP55FNY+MqrmS5JkiRJkiRJkiRJkqQ1gqEhaQ3UsWdLDj2nH6UlpTxx40fMm7646pM3GQAnvwmd+sLIE+CpM6CoiqBRBjRp357eDz5A3kYbMfmMM1jw/POZLkmSJEmSJEmSJEmSpNWeoSFpDdW+ewsGnN2PGOGJGz5iztRFVZ/ctjcc/2/Y+Wz46EEYtgfM+LLhiq1Gdps29Lr/PppusQVTzjmX+U89lemSJEmSJEmSJEmSJElarRkaktZg7bu14LBz+hGyAk/eOJbZk1cSHMrOgb0ug6MfhyVzkuDQhw9AjA1V7kplt2xJr2H30Gy77Zh6wYXMe+yxTJckSZIkSZIkSZIkSdJqy9CQtIZr26U5h52zNdlNshh901hmTVq48gvW3xNOfht6/QKePjPZsmzZ/IYpthpZzZvT8647ab7Lzkz/8yXMfejhTJckSZIkSZIkSZIkSdJqydCQtBZo07kZh53bjya5SXBo5oQFK7+gZWc4+gnY8xL4cjTctQtM/rBhiq1GVn4+PW6/nRZ77cmMK69kzr33ZrokSZIkSZIkSZIkSZJWO4aGpLVE647NOOzcrclt2oTRN3/M9B+r6R6UlQW7nAvHPwelJXDfPvDObVBa2jAFr6y03Fx63HQTrQ44gJnX38Cs224nNpJt1CRJkiRJkiRJkiRJWh0YGpLWIq06NOWwc7cmv3kTnrrlY6Z9X4Ntx3r9Ak5+EzbcD/7zJ/jHr2Dx7PQXW42Qk0O3666l9WGHMfvvf2fWDTcYHJIkSZIkSZIkSZIkqYYMDUlrmZbt8jns3K1p1iqXp2/9mKnfFlR/UbN28OuH4YDr4cfX4c6d4Mc30l5rdUJ2Nl2v/Cttfvsb5tw7nBlX/o3YCDohSZIkSZIkSZIkSZLU2BkaktZCLdrmc9g5W9OibR5P3/YxU8bNq/6iEGC7E2HIy5DXAh48BF79G5QUp7/glZWVlUWXSy6h3XHHMe/hh5l+6aXEkpKM1iRJkiRJkiRJkiRJUmNnaEhaSzVvk8eAs/vRsn1Tnrn9EyZ9NbdmF3bdAoa+Dlv+Bl6/Bh48GOZPSW+x1Qgh0OmC82l/8kkUPDaSqRddRCzObJhJkiRJkiRJkiRJkqTGzNCQtBZr3jqPQ8/uR+tOTXn2jk+Z+MWcml2Y1wIOuwsOvQumfQJ37QTj/p3eYqsRQqDTWWfR8awzWfDU00w59zxiUVFGa5IkSZIkSZIkSZIkqbEyNCSt5Zq1ymXA2f1o26UZz975KeM/m13zi7f6LZz0BrTuAY/+Bp6/CIoL01dsDXQ4+WQ6XXgBC194gclnnkVpYWbrkSRJkiRJkiRJkiSpMTI0JImmLXIZcFY/2ndrwb/v+owfP5lV84s7rA+DX4LthsJ7d8DwvWHO9+krtgbaH3ccXS69hEWvvsrkU06ldOnSjNYjSZIkSZIkSZIkSVJjY2hIEgD5zXMYcNZWdOjZkufv/pzvx86s+cU5+XDAdfDrR2DeBLh7V/j0sfQVWwNtf/tbuv7tbyx+7z0mnTiUkkWLM1qPJEmSJEmSJEmSJEmNiaEhSf+T1yyHQ87cik59WvLCsC/4dsyM2k2w8UFw8lvQeTN4fAiMPg2KMhfWaXP4YXS77lqWjB3LxMEnULJgQcZqkSRJkiRJkiRJkiSpMTE0JOkn8po24eAztqLLuq14cfgXfPPf6bWboE1POO5Z2OU8GPsI3LM7TP88LbXWROsDD6THLTez7MuvmHDccRTPm5exWiRJkiRJkiRJkiRJaiwaTWgohHBNCOHpcvc3CyF8EEKYF0K4LoQQyo3tFkL4KoQwO4RwToV5BoYQJoQQpoYQflth7LQQwowQwg8hhF9WGLsytdanIYQt0vU4pdVBbn4TDvr9lnTboA0v3f8lX783rXYTZDeBPf8Mg56ApQUw7JfwwXCIMS31VqflXnvR846/U/T9D0w85liKZ83KSB2SJEmSJEmSJEmSJDUWjSI0lArpnAqcmbqfBzwNvAf0BzYHjkuNdQSeAkYAOwLHhBD2SI1tBjwMXALsB/w1hLBRamxf4BrgBOAY4L4QQvvU2EnAYODA1LX/DCHkpvtxS41Zbn4TDvz9lnTfqC0vP/gVX749tfaTrLcHnPI29NkJnj0HHjs2CRFlQItddqHn3XdRNHkyEwYdw/LpteygJEmSJEmSJEmSJEnSGiTjoaEQQhZwD3BTjPGH1OH9gWbAeTHG74ELSUI9AEcBP8YYr4oxfgNcVm5sCPB8jPHBGOOnwG3AoNTYKcC9McZnY4xvAU8Ch5UbuzrG+E6M8UlgHLBrOh6vtDrJyc3mwFO3oOfG7Xj1oa/54s0ptZ+kRSc4ahTsdTl8/SzctQtM+qD+i62B5r/4Bb2G30vxrFlMOHoQRZMnZ6QOSZIkSZIkSZIkSZIyLeOhIeBkYDNgfAjhkFSXoS2Bt2OMhalzPgE2SX2/JfBKuevfB7ap61hq27PNV3LdT4QQhoYQxoQQxsxyiyOtBZrkZnPAKZvTe7P2vPbIOD57rQ5Bm6ws2PksOP755P79+8FbN0NpaX2WWiPNtt6aXg/cT8nChUw4ehCFP/7Y4DVIkiRJkiRJkiRJkpRpGQ0NhRBaAJcDPwK9gbOBd4A2qWMAxBgjUBJCaAu0Kj8GLAC6pb6vy1gLkp9DVdf9RIzxnhhj/xhj/44dO9b0oUqrtSY52ex/0ub02aIDb/zfN3zy8qS6TdRzWzj5TdjoAHjpUnhkICxq+PBd0803p/eDDxCLiphwzDEUfvttg9cgSZIkSZIkSZIkSVImZbrT0OFAc2CPGOOlwN4k25IdDRRWOHdZaqy4wljZceo4Vpy6X9V1koDsnCz2G7oZ6/bryFuPfcvYFyfWbaKmbeBXI+DAG2H8W3DXTvDDa/VZao3k9+1L74dGEAhMOOZYln35ZYPXIEmSJEmSJEmSJElSpmQ6NNQD+CDGOBsgxlgMfAp0ACq28WkJFAFzK4yVHacuYzHGpcDSlVwnKSW7SRb7DNmU9bbuxDujvuPD58fXbaIQYNvBcOIrkN8aRhwKL18BJcXVXlqf8tZbj94PP0Roms+E445n6SefNOj6kiRJkiRJkiRJkiRlSqZDQ5P5eUef3sB5wA5lB0II6wB5JMGfD8qPAf2AKanv6zo2ZiVjksrJzs5in8GbsMG2nXnvyR/44Nkfq7+oKl02g6GvwVZHwZvXwwMHQkEdtz6ro9zevenz0ENkt27NxONPYMkHHzTo+pIkSZIkSZIkSZIkZUKmQ0PPAhuGEE4NIfQIIZwBbAWMBjqFEH6XOu+PwEsxxhLgKWCPEMKuIYQc4HzghdR5o4BBIYS+IYQWwBnlxkYCZ4QQOocQOgODK4xdFEJoEULYEBhYbkxSBVnZWex1/CZstH0X/vv0j7z/9A/EGOs2WW5zOPTvcPgwmPE53LUzfPVM/RZcjZzu3en98EM06dKFiScOZfE77zTo+pIkSZIkSZIkSZIkNbSMhoZijHOAA4BBwDfAWcBvYozfAUOAYSGEWcAA4ILUNbOBc4EXgRnARsBfU2OfALcDHwNTgRLgjtRyTwOvAz8APwJjgcdTY3cDBSTdhT4DHogxfpiWBy2tIbKyAr88dmP67tiVMc+O5/3RqxAcAtjiV3DSG9C2N/zzKHjufFi+rP4KrkZO5870fmgEub17M+nkU1j42msNtrYkSZIkSZIkSZIkSQ0trNKH/GkWQugCbAO8lwoYlR9bB+gLvBljXFRhbBOgO/B6jLGowti2QPPUWCx3PAvYCSiMMf63JvX1798/jhkzpvYPTFqDxNLIa4+O48s3p9Jv717scPh6hBDqPmFxIbx4Kbx/J3TZHAY+AB3Wr7d6q1NSUMDEwUNY9s03dL/+elrtu0+DrS1JkiRJkiRJkiRJUn0LIXwYY+z/s+ONOTTU2BkakhKxNPLGP7/h89ensOUve7LTkeuvWnAI4OvnYPSpUFwEB90IW/6mfoqtgZKFC5k09CSWfvop3a6+itYHH9xga0uSJEmSJEmSJEmSVJ+qCg1ldHsySWuGkBXY9TcbssUePfjklUm8+c9vV22rMoC+B8DJb0PXLeGJk+CJU6BwUfXX1YPsli3pde8wmm2zDVPPv4CCkSMbZF1JkiRJkiRJkiRJkhqKoSFJ9SKEwM6/2oCt9urJZ69N5vV/jCOWrmJwqHV3OPZp2PV8+ORRuGd3mP5ZvdRbnazmzel5z90033lnpv3pz8x95JEGWVeSJEmSJEmSJEmSVkexNLJg9tJMl6FaMDQkqd6EENjxiPXZet/efPHmVF595OtVDw5lN4FfXgzHPgWFC2HYnvDfYdAAWytm5efT4++302LPPZlxxV+ZM/y+tK8pSZIkSZIkSZIkSaubOVMX8fj1H/LEDR9RtKw40+WohgwNSapXIQR+cei69D+gD1+9PY1XRnxF6aoGhwDW2RVOfiu5fe48+OfRsHTeqs9bjazcXHrcfBMt99+Pmdddx6y//33Vt16TJEmSJEmSJEmSpDVA8fIS3n/qB/515QcUzFjK9gPWJScvO9NlqYaaZLoASWueEALbH7IuWdmB/z79I6WlkT2P3Zis7FXMKbboCL/7F7x7O7x8Ody1CxwxHHptXz+FVyHk5ND9+uuZlpfP7NtuJy4rpOM5ZxNCSOu6kiRJkiRJkiRJktRYTRk3j1cf+Zr5M5ey0fZd2Gng+jRtmZvpslQLhoYkpc22B65DyAq8P/oHSksjex2/CdmrGhzKyoKdzoDeO8HI4+H+/ZPty3Y6OxlLk5CdTde/XUnIz2POsGGULltG5z9eZHBIkiRJkiRJkiRJ0lpl2eLlvDPqO756ZxqtOuRzyBlb0XOTdpkuS3VgaEhSWvXfvw9Z2YF3H/+eWBLZe/CmZDeph3BPj23g5DfhqTPg5b/Aj2/AYfdAy86rPncVQlYWXS69lKy8POY+OIJYWEiXyy4lpDGsJEmSJEmSJEmSJEmNQYyRb8fM4K1/fcuyxcVsvW8v+h+4Djm5bke2ujI0JCnttt6nN1lZgbdHfkfpsM/Z98TN6ic4lN8ajnwAPnoQ/n0B3LUTHHY3rL/nqs9dhRACnS68kJDflDl3300sXEbXK68kNPHXqSRJkiRJkiRJkqQ104LZS3n90XFM/GIunXq35JAz+9KhR8tMl6VV5KfckhrEVnv1Iis7izf/+Q3P3/0Z+w3dnOyceggOhQDbHAc9tku2K3v4cNj5bNjjYsjOWfX5K10y0Onss8jKz2PWLbdSWlhE9+uuJeSkZz1JkiRJkiRJkiRJyoTSklI+eWUy/336BwiBnX+1AZvv3oOsrJDp0lQPDA1JajBb7NGDrOzA6/8Yx3N3fcr+J21Ok/pqVdd5EzjxVXj+AnjrJhj/NgwcDm161c/8lehwyimEvHxmXnstkwsL6X7zTWTl5aVtPUmSJEmSJEmSJElqKDMnLODVh79m9qRF9Nm8Pbv+diNatsvPdFmqRyHGmOkaVlv9+/ePY8aMyXQZ0mrny7em8uojX9Njo7YccOoW9b/H5Wcj4emzICsLDrkdNjmkfuevYO4//sGMv1xB8512osftt5HVtGla15MkSZIkSZIkSZKkdClaVsx/n/mRT1+eRNOWuezy6w1Zb+uOhGB3odVVCOHDGGP/nx03NFR3hoakuvv63Wm8POIrum/YhgNP3ZKcvHoODs39AUaeAFPHwrZDYJ8rISd9qdeCUaOY9qc/02zbbelxxx1kt2ietrUkSZIkSZIkSZIkKR3GfzabNx79hoVzl7HpLt3Y4bD1yGuWk+mytIqqCg1lZaIYSeq7Q1f2Om4Tpn5TwNO3fUzRsuL6XaDdunDCf2CH38MH98K9e8Ksb+p3jXLaHHEE3a67jiUffsikIUMoWbAgbWtJkiRJkiRJkiRJUn1asqCI/9z7Oc/+/VOa5GZx2Hlbs/tRfQ0MreHsNLQK7DQkrbpvx8zgxfu+pHOfVhx8+pbkNm1S/4t88wI8cTIUL4MDroetfgdpap234D//Ycq555G/wQb0HH4vTdq2Tcs6kiRJkiRJkiRJkrSqYox89c403hn1HcuLSui/fx+23qc32Tn2oFmTuD1ZGhgakurHdx/O5MXhX9Cxd0sOPn3L9KRVF0yFUSfChLdgi1/DgTdAXsv6XwdY9PrrTD79DHJ796bX/ffRpEOHtKwjSZIkSZIkSZIkSXU1b/piXntkHFO/LaDr+q3Z4+i+tO3SPNNlKQ0MDaWBoSGp/vzw8SxeGPY5HXq04OAztiK/eRqCQ6Ul8MZ18Po10HYdOPJ+6Lpl/a8DLH73XSadeho5XbrQ64H7yencOS3rSJIkSZIkSZIkSVJtlBSX8tELExjz7/Hk5Gaz4+Hrs/GOXQlZ6dmtRZlnaCgNDA1J9Wv8p7P59z2f0a5rcwac2Y/8FmnaH3P8WzBqCCyZA3tfAduflJbtypZ8+CGThp5Edrt29Lr/fnJ7dK/3NSRJkiRJkiRJkiSppqZ9V8Crj4xj3rTFrN+/EzsfuQHNW+dluiylmaGhNDA0JNW/CV/M4d93fkabzs0YcNZWNG2Zm56FFs+BJ0+Bb1+AjQ6AAX+HZu3qfZmln37KxCEnktW8Ob3vv4/cPn3qfQ1JkiRJEEtLmXP33QC0Puwwcrp0yXBFkiRJkiRJjUfhkuW8++QPfPHGFFq0y2O3325En807ZLosNRBDQ2lgaEhKj0lfzuXZOz+ldcemDDirH81apSk4FCO8dwe8eCm06ARHDIfeO9T7Msu++oqJJwyGJtn0vv9+8tZfv97XkCRJktZmsaiIqRdeyILn/p0cyMqi+S4702bgQFruvjshJ01dTCVJkiRJkhq5GCM/jJ3FG//8hqULitjilz3Z7uB1yM1vkunS1IAMDaWBoSEpfSZ/PZdn7/iUlu3yGXB2v/S2xJvyEYw8AQomwO5/hF3Ogazsel2i8LvvmHD88VBcQq/7hpO/8cb1Or8kSZK0tipdvJjJZ5zJ4rffptN559Jyv/0oGDWK+aMep3jmTLI7dKDNYYfS5ogj7PwpSZIkSZLWKgvnLuON//uG8Z/OpkPPFuxxdF869W6V1jVLFy8mq3nztK6h2jM0lAaGhqT0mvrtPJ6+/VNatMljwFn9aNE2jcGhZQvgmbPg81Gwzq5w+DBoWb/bGRSNH8+E40+gdPFiet07jKZbbFGv80uSJElrm+J585h08sks++xzul7xF9occcT/xmJxMYvefJOCkaNY9NprUFJCs223pc2RA2m5zz5k5ednrnBJkiRJkqQ0Ki2NfP76ZN578gdiaWS7g9dlyz17kJWdlbY1SxYtYsbfrmLZ55/TZ+RjZOWmaTcZ1YmhoTQwNCSl37TvCnj69k9o2jKXQ8/uR8t2afzDfoww9iF47nzIbQ6H3Q0b7FWvSxRNnsLE44+nZO5cet5zN8222aZe55ckSZLWFsunT2fi4CEsnzSJ7jfeQMu9qv7/7stnzmT+k6MpGDmS5RMnktWqFa0PPpg2Rw4kv2/fBqxakiRJkiQpvWZPXsSrD3/NzPEL6LVJO3b73Ua06tA0rWsu+eADpl54EcunTaP9iSfS8bRTCYaGGhVDQ2lgaEhqGNN/mM/Tt35MfoscBpzVL+3/o8bMr2Hk8TDzS9jxDNjzEsjOqbfpl8+YwcTjjmf59On0vOPvNN9hh3qbW5IkSVobFP7wIxOHDKZ0/gJ63HEHzbffrkbXxdJSlnwwhoKRI1n4wgvEoiLyN9uMNgMH0uqgA8lu0SLNlUuSJEmSJKVHcVEJHzw7no9fnEhe8ybsfOQGbLBtZ0IIaVuztKiI2bfeypzh95HTsyfdrr6aZlv3S9t6qjtDQ2lgaEhqODPGL+DpWz8mJz+bQ8/emtYd0xwcWr4Unr8IPrwfuveHgcOhbZ96m7549mwmnjCYovHj6XHbrbTYbbd6m1uSJElaky397HMmDR0KIdBz2D003XTTOs1TUlDA/KefoeCxxyj85htC06a02m8/2hw5kKb9+qX1D2qSJEmSJEn1adJXc3ntH+NYMGspfXfsyk6Hr09+i/prilCZZePGMfX8CygcN442v/oVnS84n6zmzdO6purO0FAaGBqSGtasiQsZfctYcnKzGXBWP9p0bpb+Rb94Ap46I/n+kFth08PqberiefOYNHgIy779lu433kCrvfeut7klSZKkNdHid99l8mm/J7ttW3oNv5fcPn1Wec4YI8s+/5yCx0ay4JlnKF2yhNz11qPNwIG0HnAITdq1W/XCJUmSJEmS0mDpoiLeHvkd496bTuuOTdn9qI3o0Te9f8uIJSXMfeABZt18C1mtW9P1ir/Qco890rqmVp2hoTQwNCQ1vNmTFzL65o/Jyg4cenY/2nZpgLTqvPEw8gSY8iFsczzsdxXk1E+no5IFC5g09CSWfvYZ3a65htYHHVgv80qSJElrmgXPv8DUP/yB3D596HnvveR07lTva5QuXsyC55+n4LGRLP34Y8jJoeWee9Jm4ECa77gDISur3teUJEmSJEmqrRgj37w/nbce+46ipcX027cX/ffvQ5Pc7LSuWzR5ClMvvIClYz6k5d570eXyy/0HV6sJQ0NpYGhIyow5UxYx+uaxEAKHntWPdt0aIDhUXASvXAHv3AqdNoGB90OnvvUydcmixUw+5RSWjBlD179eQZsjjqiXeSVJkqQ1xbx//ovpl11G0622ouedd5Ddpk3a1yz89lsKRo5i/ujRlBQUkNOtG60HHkGbww8np0uXtK8vSZIkSZJUmfmzlvDaI+OY/PU8Oq/Tij2O7kv77i3SumaMkflPPMmMK68EoPOf/kTrQwe4vftqxNBQGhgakjJn7rTFjL5pLDFGBpzVL+3/Q/g/374ET5wERYvhgOug39FQD/9jWLp0KZN/fzqL336bzn/+E+2OOqoeipUkSZJWbzFG5tx9D7Nuvpnmu+5Cj1tuIatp/XT9rKnSoiIWvfQSBSNHsviddyEri+a77EybgQNpufvuhJycBq1HkiRJkiStnUpKSvnkpUn895kfycoO7HDoemy6a3eystIb3CmeO5dpl1zCopdepln//nS9+mpye3RP65qqf4aG0sDQkJRZ86YnwaGS4siAs7eiQ4+WDbPwgmnw+Ikw/k3YbCAcdBPkt1rlaUuLiphy1tkseuUVOp1/Pu1POL4eipUkSZJWT7G0lJnXXMPcB0fQ6uCD6fa3KzMe0CmaPJmCUaOYP+pximfOJLtDB9ocOoA2AweS26dPRmuTJEmSJElrrhk/LuDVh79mzpRFrLtVR3b59Ya0aJuX9nUXvvoq0/70Z0oXLKDjWWfR7rhjCdnp3QJN6WFoKA0MDUmZVzBzCaNvGsvyohIGnNmPjr0aKDhUWgJv3giv/Q3a9IaB90H3rVd52rh8OVP+cD4Ln3+ejmeeQYdTTqmHYiVJkqTVS1y+nKkXX8yCp56m7aBBdL7oQkJWVqbL+p9YXMyit96iYORIFr36GpSU0GzbbWlz5EBa7rMPWfn5mS5RkiRJkiStAYqWFfP+6B/49LXJNG+Vy66/2Yh1+3VM+7qlixcz4+prKHjsMfI22ohu115D/kYbpX1dpY+hoTQwNCQ1DvNnLeXJmz5i+bISDj5jKzr3WfWuPzU24R0YNQQWzYS9/wK/OGWVtyuLxcVMu/hi5o9+ivYnnUTHs850P1BJkiStNUqXLk06cL7+Oh3PPIP2J5/cqP//8PKZM5n/5GgKRo5k+cSJZLVsSeuDD6bNkQPJ33jjTJcnSZIkSZJWUz9+Ops3Hh3HooJCNt+1O9sfuh55TZukfd0lH41l6gUXsHzyZNoPGUyH008nKzc37esqvQwNpYGhIanxWDBnKaNvGsuyRcs5+Iyt6LJu64ZbfMlcGH0ajHsONtwPBtwBzduv0pSxtJTpl11Owb/+Rbtjj6HThRc26g9KJEmSpPpQMn8+k045laVjx9Ll0kto+5vfZLqkGoulpSz5YAwFI0ey8IUXiEVF5G+2GW0GDqTVQQeS3aJFpkuUJEmSJEmrgcXzC3nzn9/w/UezaNetOXsc3bdBPvuMRUXM+vsdzBk2jJyuXel2zdU06/+zjIlWU4aG0sDQkNS4LJy7jCdvGsvShUUc/Pst6bp+m4ZbPEZ4/2548c/QrAMccS/02WkVp4zM+NtVzHvoIdr8+td0ufSSRrUlgyRJklSfls+YyaQTT6Twxx/pft21tNpvv0yXVGclBQXMf/oZCh57jMJvviE0bUqr/fajzZEDadqvn/8gQJIkSZIk/UwsjXzx1lTefeJ7SpaX0v/APvTbuxfZTdL/+WDht98y5YILKPzyK1ofcTidL7rIfwC1hjE0lAaGhqTGZ9G8QkbfPJZFBYUcdNoWdN+wbcMWMPVjGHk8zBsPu10Iu54HWdl1ni7GyKwbb2LOsGG0PvRQul75V0J23eeTJEmSGqOiCROYOHgIxXPn0vP222i+446ZLqlexBhZ9vnnFDw2kgXPPEPpkiXkrrsubQYOpPWhA2jSrl2mS5QkSZIkSY3A3KmLee2Rr5n2/Xy6b9SG3X/Xlzadm6V93VhaytwRI5h1401ktWhB1yv+Qss990z7ump4hobSwNCQ1Dgtnl/I6JvGsnDOMg48bQt69G3gP8QXLoRnzoHP/gW9d4YjhkGrbnWeLsbI7DvvZPatt9HqgP3pds01hJyceixYkiRJypxlX33FxBOHQnExPYfdQ9PNN890SWlRungxC55/gYLHHmPpxx9DTg4t99yTNgMH0nzHHewqKkmSJEnSWqh4eQkfPj+Bj56fQE5+NjsdsQF9d+jSIF2Kl0+dytSL/siS99+nxR570PWKv9CkQ4e0r6vMMDSUBoaGpMZryYIiRt88lvmzlnLAKZvTa5P2DVtAjPDxP+C58yCnKRx6F2y4zypNOWf4cGZedz0t9tyT7jfdSFZubj0VK0mSJGXG4v/+l8mnnkZWixb0um84eeuum+mSGkTht99SMHIU80ePpqSggJxu3Wh9xOG0Ofxwcrp2zXR5kiRJkiSpAUz5Zh6vPTKOghlL2HC7zuw0cAOatUr/538xRhY8/TTT/3IFsbSUzhddSJuBA91OfQ1naCgNDA1JjdvShUWMvvljCmYsYf+TN6f3Zg0cHAKY9U2yXdmMz2GH38Oel0KTuv+P/dyHH2HGX/9K8513psdtt5LVtGk9FitJkiQ1nIWvvMKUs84mp0cPeg2/d60My5QWFbHo5ZcpeGwki995B7KyaL7LzrQZOJCWu+9uh1FJkiRJktZAyxYv593Hv+PLt6fRsn0+u/9uI3pt2jCfYxbPm8f0yy5n4Qsv0LRfP7pdczW5vXo1yNrKLENDaWBoSGr8li1azuhbxjJ32mL2G7o562yRgZZ6y5fCf/4EH9wL3frBwPugXd3/BXXByJFM+/MlNNt2W3reeQdZzZvXY7GSJElS+hU8/gTT/vxn8jfdlJ5330WTtm0zXVLGFU2eTMGoUcwf9TjFM2eS3b49bQ47lNZHHEHeOutkujxJkiRJkrSKYox89+FM3vzXtyxbtJyt9uzJtgetQ05edoOsv+jNN5n2x4spLiig4+mn037wCYTshllbmWdoKA0MDUmrh2WLl/P0rR8ze/Ii9h2yGev265iZQr4cDaNPh1gKh9wCmx1R56nmP/0MUy+8kKZbbEHPe+4mu2XLeixUkiRJSp+ybXeb77hj0j3TEPxPxOJiFr31FgUjR7Lo1degpIRm225LmyMH0nKffcjKz890iZIkSZIkqZYWzFnKG49+w4TP59CxV0v2OLovHXs1zOd7pUuWMOO66yh49P/I22B9ul17Lfkbb9wga6vxMDSUBoaGpNVH4ZLlPH3bJ8yasJC9B2/K+tt0ykwh8ybAqMEw+QPY+ljY72rIbVanqRa88B+mnHce+RtuSM97h/mvsyVJktSoxRiZdcMNzLl3OC33249u115DVm7dt+5dGyyfOZP5T46mYORIlk+cSFbLlrQ++GDaHDnQP+5JkiRJkrQaKC0p5dNXJ/P+Uz9ACPzikHXZfPfuZGVnNcj6Sz/5hKnnX0DRxIm0O/ZYOp59Fll5eQ2ythoXQ0NpYGhIWr0ULS3mmds/YfqPC9j7+E3YYNvOmSmkZDm8eiW8dRN07AsD74fOm9RpqoWvvcaUM84kt08fet1/H03aN8x+p5IkSVJtxOJipl16KfNHPU6b3/yaLn/+s+2vayGWlrLkgzEUjBzJwhdeIBYVkb/pprQ5ciCtDjqI7BYtMl2iJEmSJEmqYNbEhbz68NfMmriQ3pu1Z9ffbkir9k0bZO24fDmz77yT2XffQ5NOneh21VU0/8X2DbK2GidDQ2lgaEha/RQtK+bZv3/KtO8K2PO4Tdho+y6ZK+a7l+GJk6BwIex/TdJ5KIRaT7P4nXeYdOpp5HTrRq/77yOnc4bCUJIkSVIlSgsLmXLuuSx66WU6nHoqHU7/PaEO/79XiZL585n/9DMUPPYYhePGEZo2pdV++9HmyIE07dfPn60kSZIkSRm2vLCE/z7zI5+8PIn8Fjns8qsNWH+bTg323+yFP/zA1D+cz7IvvqD1gAF0/tPFZLdsmK3Q1HgZGkoDQ0PS6ml5YQnP3vEJU74p4JeDNmbjHbtmrpiFM+CJofDDa7DpYXDwLZDfutbTLBkzhklDTyK7fXt6P3A/Od2713+tkiRJUi2VLFzI5FNPY8kHH9D54otpN+joTJe0xogxsuzzzyl4bCQLnnmG0iVLyF13XdoMHEjrQwfQpF27TJcoSZIkSdJaZ8IXc3j9H+NYOGcZm+zcjR0OW4/85jkNsnYsLWXeI/9g5vXXk5WfT5fLL6fVfvs2yNpq/AwNpYGhIWn1tbyohH/f+SmTvp7HHkf1ZZOdu2WumNJSePsmeOVKaN0j2a6sxza1nmbpJ58w8cShZLVoTu/77ye3d+80FCtJkiTVTPHs2UwcOpTCb76l21VX0frggzJd0hqrdPFiFjz/AgUjR7J07FjIyaHlnnvSZuBAmu+4AyErK9MlSpIkSZK0RluyoIi3HvuWbz+YQZvOzdjj6I3otkHbBlt/+YwZTLvojyx+5x2a77oLXf/6V3I6dWqw9dX4GRpKA0ND0uqteHkJ/77rMyZ+MZfdfrshm+3WI7MFTXwfRg2GhdNgr8vgF6dBLf+4v+zLL5l4wmBCTg69HrifvPXWS0+tkiRJ0koUTZ7MxMGDKZ4xkx633kKLXXfNdElrjcLvvqPgsZHMHz2akoICcrp1o/URh9Pm8MPJ6ZrBLquSJEmSJK2BYox8/e403h75HcsLS9hmv95ss18fsnMa7h/wzH/2WaZf/hfi8uV0vuB82vz6125frp8xNJQGhoak1V/J8lL+fc9nTPhsDrv8egO22KNnZgtaMheeOh2+fgbW3xsOuwuad6jVFIXffsuE40+A0lJ63Tec/L5901SsJEmS9HPLxn3DpCFDKC0qouddd9KsX79Ml7RWKi0qYtHLL1Pw2EgWv/MOhEDzXXamzcCBtNxjD0JOw7RGlyRJkiRpTVUwYwmvPfI1U74poOv6rdn9d31p1615g61fMn8+0y//Cwuee46mW25Jt2uuJrdPnwZbX6sXQ0NpYGhIWjOUFJfywrDP+fGT2ew0cH222qtXZguKET64F174IzRtB0cMg3Vq9y+zC3/8kYnHn0Dp0qX0uncYTTffPE3FSpIkSSss+Wgsk04+maz8fHreO4z8DTfMdEki6fxUMGoU80c9TvHMmWS3b0+bww6l9RFHkLfOOpkuT5IkSZKk1UpJcSlj/zORMc+NJzsnix0PX49NdupGyGq47j6L3n6baX+8mOI5c+h42qm0P/FEQpMmDba+Vj+GhtLA0JC05igpKeXFe7/g+7Gz2OGw9dh6396ZLgmmfQojj4c538Nu58Ou50N2zf/HvmjyZCYedzwlBQX0vOdumm29dRqLlSRJ0tpu0euvM/nMs8jp3Jmew4eT26N7pktSBbG4mEVvvUXByJEsevU1KCmhWf/+tDlyIC332Yespk0zXaIkSZIkSY3a9B/m8+rDXzN36mLW27oTu/x6A5q3zmuw9UuXLmXmDTcy7+GHyV13Xbpdey1NN9u0wdbX6svQUBoYGpLWLCUlpbx0/5d8N2Ym2x+yLv0P6JPpkqBwETx3HnzyKPTaEY64F1rX/MOX5dOnM/G441k+YwY977yD5r/4RRqLlSRJ0tpq/tNPM/WiP5K34Qb0GjaMJu3bZ7okVaN41iwKnnySgpEjWT5hIlktW9L64INoc+SR5G+8cabLkyRJkiSpUSlcWsx7T37P529MoUWbPHb97Uass0WHBq1h6WefM/WCCyj64QfaDhpEp3PPISs/v0Fr0OrL0FAaGBqS1jylJaW8/OBXfPPfGWx70Dpsd1AjadX/8aPw7LnQJBcOvRM22r/GlxbPmsXEE06gaOIketx2Ky12rd1WZ5IkSdLKzB3xEDP+9jeabbcdPe74O9ktWmS6JNVCjJEl//2AgpEjWfjCC8SiIvI33ZQ2Rw6k1YEHkt2yZaZLlCRJkiQpo34YO4s3/m8cixcUscUePdj+kHXJzW+4rcBicTGz776b2XfeRZP27el21d9ovuOODba+1gyGhtLA0JC0Ziotjbw64iu+fm86/Q/ow3YHr0MIDbcHaZVmfwcjj4Ppn8EvToW9LoMmNWt3WDxvHhMHD6bw2+/ofuMNtNp777SWKkmSpDVfjJFZt97KnDvvouXee9Ht+uvJymu4dtyqfyXz5zP/6WcoeOwxCseNI+Tn02q//WjzqyP5f/buOzyKevvj+Ht203tvkAAhtKg0UZEmIGABBCF279Vr72JDmqAiKF4FsResP+slIAoWQASlg1TpCQGSkN57tn1/f+wCAUIRkswmOa/nuc9OZmZnzwZvspn5zDme3bo5x99FQgghhBBCCCFEAykrrOLPb/dxYFsewS18GHB7R8Lb+DVoDdUHDpAxbhxV27bjN3QoEZOfw+jv36A1iKZBQkP1QEJDQjRdyqZY/tUedq/OpPtVMfQc2dY5TpCbq2DpZNjwAUR2gYRPIbjtWT3VWlJC2r33UbljB1GvzsB/6NB6LlYIIYQQQjRVymol68WpFH33Hf4Jo4l8/nk0l4a7w07UL6UUVTt2UDQ3kZJFi7BVVOAWG0tAQgL+I0fgEhSkd4lCCCGEEEIIIUS9sdkUO/88zNoF+7FZFZcOa0OXQdEYjYYGq0EpRdG335L96n/RXF2JmDJZru2J8yKhoXogoSEhmjZlU/zx7T52/nmYLoOi6T06zjmCQwC7F8EPD4PNAsPegM43nNXTrGXlpD/wABWbNxP50ksEjLq+fusUQgghhBBNjs1kIuOZsZQuXkzwvfcQ+uSTzvM5WdQ5W3k5Jb8upigxkcotW8DVFd+BAwlISMC7dy80Q8OdMBVCCCGEEEIIIepb/uEyln+5h+wDJbTsGEj/2zrgH+rVoDWYc3LInDSJ8j9X4t27N5HTp+EaHt6gNYimR0JD9UBCQ0I0fUopVn6XxN8r0uk8oCV9bmznPBdEitJg3j2Qtg663Q7XvApu3md8mq2ykvSHH6F8zRoipkwm8JZbGqBYIYQQQgjRFFjLyjn82KOUr1lL2NixBN/1H71LEg2oOjmZormJFP/wA9aiIlyjovAfPYqAUaNwjYzUuzwhhBBCCCGEEOKcWUxW/vr5IFuWpOLm5UKfhDjaXxbR4NcFS35dTNaUKdiqqwl75mkCb73Vea5NikZNQkP1QEJDQjQPSilWJyazbVkaF/ZrQb+b26MZnOSXs9UCK16Gla9DSDv7uLKIC8/4NFt1NYcfH0PZihWEjXuW4DvvrP9ahRBCCCFEo2YpLCTtvvup2rXL3rXy+pF6lyR0YjOZKFu2jKK5iZSvWQOahnffPgQkJOA7YACaq6veJQohhBBCCCGEEGctfU8BK77aS3FuJR17RtArIQ5PH7cGrcFaWkr2Sy9R/MOPeFx0EVEzZuAe26ZBa6gLVeVlFBxOJ6p9R71LESeQ0FA9kNCQEM2HUoq18/ezZWkq8X2i6H9rB+cJDgHsXw7z74OqYrj6ZehxF5whdaxMJg47xkqEjnmckAceaKBihRBCCCFEY2POyCD17nswZ2TQYtYsfAcO0Lsk4SRM6ekUz59P0bz5WLKzMQYH4z9yBAEJCbi3aXwnN4UQQgghhBBCNB9VZWZWz0tiz9os/EI96X9bB6I7BjV4HeXr1pMxfjyWnBxCHniAkAfub5Q35JQXFTJv+mRK8/O4562Pcfdq2LFu4vQkNFQPJDQkRPOilGL9Dyls+vUQHXtFMuD2jhicKThUlgPf3w/7f4f4ETD8TfAMOO1TlMVCxoQJlPy4kOAH7if08celxaEQQgghhDhO9f79pN59D7ayMqLfexevSy7RuyThhJTFQtmqVRQlJlK2fAVYrXj16EHADQn4DhmCwdNT7xKFEEIIIYQQQgjAfs1v34ZsVs1NwlRhoeuQGC65tjUubsYGrcNWXU3uzFkUfP45bq1aEfXfV/Hs3LlBa6grJbk5zH1pImWFBYx4aiKtu3TXuyRxAgkN1QMJDQnR/Cil2LjoABt/OkiHyyIYeEcn5woO2Wyw5k34fSr4RkHCJxB9+os6ymYja8oUiuYmEnTnnYQ9O1aCQ0IIIYQQAoDK7dtJu+9+cHEhZs5HeHSU1tLizCy5uRQtWEBRYiLmQ6kYfH3xHz6MgIQEPOLj9S5PCCGEEEIIIUQzVpxbyR/f7CVtVwFhrf0YcHtHQlr6NHgdVbt2cXjsWEzJ+wm89RbCnn4aQyPtzJOfnkbitEmYq6sYNe55otp30rskUQsJDdUDCQ0J0Xz99fMB1v94gHY9whj0n3gMRoPeJR0vbSPMuwtKMmDgc9DrMTCcukZls5E9/WUKv/ySgFtuJuK559BOs78QQgghhGj6ylavJv3Rx3AJCiLmk49xi4nRuyTRyCilqNiwkaLEREoXL0aZTHjExxNw4w34DR2K0ddX7xKFEEIIIYQQQjQTNquNrcvS2LjwAJpBo+fItlx4RYsGbw6grFby53xM7ttv4xIQQOT0afj07dugNdSlrP1JzHt5CgaDgYSJUwltJaPKnZWEhuqBhIacy56sEjxcjLQO8da7FNFMbPr1IOsWpNC2exiD747H6GzBocoi+PFR2P0jtL0Srv8AfEJPubtSitzXXyd/zsf4X389kS9NRTM2bBtGIYQQQgjhHEp++YXDY5/FPTaW6I8+xDUsTO+SRCNnLS6meOEiiubOpXrvXjQPD/yuvpqAGxLw7N5dup0KIYQQQgghhKg32QdLWPHVHvLSymjdOYR+N7fHN8ijweswpaaS8ew4Krdswffqq4mYMhmXwMAGr6OupO3czvevTsXT14+ESVMJjIjSuyRxGhIaqgcSGnIut89Zz9qUfG64uCWPXtmOFgGeepckmoEtS1NZMy+Z2K6hDLnnAowuThYcUgr++gR+HQ+eATDqQ4jtf5rdFXnvvEve22/jd+21RM14Bc3VtcHKFUIIIYQQ+iv85huyXpyKZ/fuRL/3LkY/P71LEk2IUoqqHTspmjuXkkWLsFVU4BYbS0BCAv4jrsMlOFjvEoUQQgghhBBCNBGmKgsbfjzA9uVpePq50e/m9sR2DW3wG1eUUhTNnUv2KzPQjEYiJj+H37BhjfoGmuS/1rPojVcICI9k9MQX8Q0K0bskcQYSGqoHEhpyLjklVby7Yj9fr08F4JZLo3l4QBxhfg2fEhXNy7Zlaayam0TrziFcfe+FGF2dLDgEkLUDEv8DeUnQ9ynoPx6MLqfcPX/OHHJeex3fwYOIev11DG5uDVisEEIIIYTQg1KKvHffJe+tt/Hp358Ws2Zi8JSbMUT9sZWXU/LrYooSE6ncsgVcXfEdOJCAhAS8e10unU+FEEIIIYQQQpyzg3/n8cc3eykrqObCfi3oeX1b3D1PfW2svljy8sic9BxlK1bg1bMnUS9PxzUyssHrqEu7/vydX997g/DYOEaNex5PX7nhrDGQ0FA9kNCQczpcVMnbvycx9690jAaNO3q15v5+sQT7uOtdmmjC/l6Rzp/f7qPVhcFcff+FuLg64cltUzn8PBa2fgnRPWH0HAiIPuXuBf/3JdnTpuHdry8t33wTg4cE8IQQQgghmipls5E9/WUKv/wS/xEj7KNqpeOkaEDVyckUJc6jeMECrEVFuERFEjBqNAGjRzX6k6lCCCGEEEIIIRpOeXE1q/6XRPKmHAIjvRlwWwci4wJ0qaX0t9/IfG4ytvJywp5+isDbb0czOGHzgX9g8y8/svyzD4m5sAsjnpmEm4fccNZYSGioHkhoyLkdyi9n9rIkFmw5jKerkbv6tOGevrH4e8qJb1E/dq48zIqv9hIdH8S1D1yEi5sTBocAtv8PFj0BBhcY8Q50GnbKXQv/9z+ypjyP16WXEv3uOxi8vRuwUCGEEEII0RCUyUTGhImULFpE0J13Ejb2mUZ/Aks0XjaTibJlyyiam0j5mjWgaXj37UNAQgK+AwZImE0IIYQQQgghRK2UTbFrdQZrv9+P2WTlkmtb021IK4wuDX+Ow1pWRvb0lymePx/3+E60ePVV3OPiGryOuqSUYm3iN6xN/Jq4Sy5n6ONjcZG/0RsVCQ3VAwkNNQ7JOaXM+i2Jn7Zn4uvhwn19Y/lPnzb4uDd8+znR9O1ancHyL/fQskMg1z7UGVdnDQ7l77ePK8vcBpfeD4NfBNfaOwkV//gjGePG49m1K9EfvI/R17eBixVCCCGEEPXFVlFB+uNjKF+5ktAnnyT43nvQNE3vsoQAwJSeTvH8+RTNm48lOxtjcDD+I0cQMDoB99g2epcnhBBCCCGEEMJJFGaVs/zLPWQmFxPVLoD+t3UgMEKfG+ErNm4kY9x4zJmZBN93L6EPPYTm5qZLLXVF2Wws/+IjtvyykAuuGMSQ+x/FICPFGx0JDdUDCQ01Ljszipm1NInfdmcT6OXKg/3b8q+erfF01lCHaLT2rMvk9893ExkXwNCHO+Pm4aQBNUs1LJ0C69+DiIsg4TMIqT3lXPLrYg4//TQenToR89GHGAMCGrRUIYQQQghR96xFRaQ98CCV27cT8fwUAm+8Ue+ShKiVslgoW7WKosREypavAKsVzx4XE3jDDfgOGYLBU1qhCyGEEEIIIURzZDXb2LT4EJt+PYirm5Feo+Po1CtSlxuibCYTubNnU/DJp7hGRxP1yit4de/W4HXUNZvVyuL3Z7Prz9+5eOgIrrj9bulQ3UhJaKgeSGiocdqaVsTrS/ayMimPUF93HhkQx82XRuPuIuEhUXf2bcjit093EdHWn2GPdHHe4BDAnp/hh4fAYoJhM6HLzbXuVvr7cg4//jhusbHEfPIxLsHBDVyoEEIIIYSoK+bsbNLuuQfTwUNEvf4afkOG6F2SEGfFkptL0YIFFCUmYj6UisHXF//hwwhISMAjPl7v8oQQQgghhBBCNJCMpCJWfLWHwqwK2l0STp8b2uHlp09Hn6q9e8l4ZizV+/YRcOONhD87FoO3Pp2O6pLFZGLR7Bns/2s9vW/6F5ddf6N0qG7EnDI0pGnah8C9NVbtV0rFaZr2H+AFIATYBtyjlNrpeM6FwKdAHDAHGKscb0LTtCuA94FQYLpSamaN10oAXgdcgaeUUt/U2PYwMBkod7zW72dTv4SGGrf1Kfm8vmQfGw4WEOXvwWNXtmP0xS1xNUoyUtSN5E05LPl4J2GtfBn+WFfcPZ04OFR8GObdA6lroMutcO1/wd3npN3KVq8m/eFHcG3RgphPPsE1PEyHYoUQQgghxPmoPnCAtLvvwVpURMt338G7Z0+9SxLiH1NKUbFxI0VzEyldvBhlMuERH0/AjTfgN3SojFUWQgghhBBCiCaqusLMmu/3s2tlBr5BHlxxawdaXajPje7KaqXgs8/IfWM2Bn9/Iqe+iO+AAbrUUteqKyr44bWXSNu5nYF3PUC3q4bpXZI4T84aGtoMjAM2OFZZgTBgOXA9kA08C1yhlOqsaZo7sAdYBLwBvAN8p5T6VNO0UCAZeAWYB/wPeEIptdwRNPoLuB/YAnwPXKuU2qtp2lWO/W8CioEvgYuVUvlnql9CQ42fUopVyXm8tmQf29KKiAnyYsygdozo2gKjQVKS4vzt35LDko92EhLtw3WPd8Xdy1Xvkk7NaoE/X4U/XoXgtpDwKUR2Pmm38g0bSH/gQYwhIbT69BNcW7TQoVghhBBCCHEuKnfuJO3e+0Apoj/8EM+LLtS7JCHOm7W4mOKFiyiaO5fqvXvRPDzwu/pqAm5IwLN7d7kLUgghhBBCCCGaAKUU+zfnsvK7fVSWmuhyZTSXDo/F1V2faTKm9MNkjHuWyr824Tt4EBEvvIBLUJAutdS1ipJi5r/8PLmHUrj6oSfo1Ke/3iWJOuB0oSFN0zyAXCBMKVVZY30CcKNS6kbH1xcCG5RSXpqmjQQ+AGKUUtWapnUF3lZK9dE0bQxwp1Kqq+N5I4EEpdTtmqa9AbRWSo10bBsDhCilJmmatgA4qJQa49j2BrBDKTXnTO9BQkNNh1KK3/fk8NqSfezOLCEuzIcnBrXnmgsjMEh4SJynlK25LP5oB8Et7MEhD28nDg4BHPgT5t0LlYVw1TS45B444SR75datpN57HwZfH1p99hluMTE6FSuEEEIIIc5W+br1pD/8MAZ/P2I+/hj3Nm30LkmIOqWUomrHTooSEylZtAhbeTlubdoQkJCA/8gRMmJZCCGEEEIIIRqp0oIq/vxmLwf/zic0xpf+t3UgrJWfLrUopSj+fgHZ06YBED5pEv4jRzSZG1ZK8/NIfGkSJbk5DH9yPLHdL9G7JFFHnDE0dDmwGHtwKApYgb0TkA/wBzAY2I99pFi4UmqEpmlTgC5KqVGOY2hAvlIqSNO0T4FCpdSTjm2RwO9KqU6api0HvldKvVnjtScrpa7RNO0A8LhS6kfHtluAfkqpB09R933AfQAxMTEXHzp0qM6/N0I/Npvi151ZzFy6j+ScMjpF+vHU4PZc2SmsyfygF/o4+Hcev3zwN4ER3owY0xVPH31mqp61slxY8CAkL4WOw2DE2+AZeNwulTt3knb3PWhubsR89inusbE6FSuEEEIIIc6kZOlSMp58CtdWMcR8/DGu4eF6lyREvbJVVFDyy68UJSZSuWULuLriO3AgAQkJePe6HM2oz52oQgghhBBCCCHOns2m+Ht5Out+TAGluOy6WDoPaInBaNClHktBAZmTJ1P22zK8evQg8pVXcGvZdCZyFGYeZu5Lk6guL+f6sZNpGS8dqpsSZwwN3Q3cCzwOFACzAFel1FWapr2PPUAEkAVcqpRK0zTtdQCl1FM1jpMLtAfmACuUUm851nsDGUopf03TNgHPK6UWOrZdAHytlOqiaVo+0F8p9bdj21DgPqXUiDO9B+k01HRZbYoftx3mjd+SOJRfQZfoAJ4e0p4+cSESHhLnLHVnPj+//zcBYZ5c93g3vPycPDhks8G6d+C358E3EkZ/DDGXHbdL1b59pN51N9hsxHz6CR4dOuhTqxBCCCGEOKWixEQyJ0/B86KLiP7gfYwBAXqXJESDqk5OpihxHsULFmAtKsIlKpKAUaMJGHU9rlFRepcnhBBCCCGEEKIWuWmlrPhyDzmHSom5IIgrbumAX4inbvWULl9O5qTnsJWUEDpmDEF33tGkbkjJOZjCvOmTUUoxevwLhMfG6V2SqGNOFxo6kaZpMcBB4HLge2A0sBN4ArgJ6ApMBaxKqQk1npcG9ARmAsuUUh861huBKqWUq6Zp64HnlFJLHNvaAr8qpdppmpYN9FVK7XNsuxIYp5QafKaaJTTU9JmtNuZvTufNZckcLqrk0jZBPDW4PZfFSktzcW7S9hTw8zvb8Q3xZMSYrnj7u+td0pmlb4LE/0BxOgycCL2fAMOxBHd1ygFS//MfVFUV0XPm4HmRpI6FEEIIIZyBUor8OXPIfX0m3n360PLN2Ri8vPQuSwjd2EwmypYto2huIuVr1oCm4d2nDwE3JODbvz+am5Pf2CGEEEIIIYQQzYDZZGXjogNs/S0ND28X+t7Ynrge+k2FsZaVkzPjFYrmJuLeoQNRr76KR4f2utRSX9L37GTBjBdx8/QiYdJUgqJa6l2SqAeNITTkAVQCC4CUE7oJZQK3AJcBcUqpe2tsKwLaAS8C6UqpaY71AcBhpZS3pmm/AF8qpb5ybOsKfKWUukDTtN3APUqp1Y5tI4F7lVJDz1SzhIaaj2qLle82pvHW78nkllbTt10ITw3pQNfoAL1LE43Q4b2FLHpnGz6BHox8ohveAY0gOFRVDD8+BrsWQGx/uP5D8D020sKUlkbqnf/BUliIW3S0feWRD29HH0HjxHVarfvZH2rbVvN5NfY7i2Me+zB5uv05btspazix1prHPmXN/6wG+75nfv9Haz1tDcf2rbWGU/0bnGUN2nHbTv3+a631FO//uH3PYv+zrUE7cd0Zajj9/rXUei411Lp/jff1D2tw79ipSbVDFUIIcW6UzUbOf1+j4NNP8Rs6lKiXp0sgQogaTOnpFM+fT9G8+ViyszEGB+M/cgQBoxNwj22jd3lCCCGEEEII0Syl7srnj6/3UpJXRafekfQaFYeHt6tu9VRs3kzGs+Mwp6cTfM/dhDz6KIYmdn7lwJa/+HHmy/gGh5AwaSp+IWF6lyTqidOFhjRNewdYqpRa4Ph6ALAM+BRwU0r9y7HeC8gBRgAKeFMpdaFjWxtgF+AD3AGMUkoNq3G8D5RS7TVNexEIUko94tj2H+AWpdQQTdO+ALYrpV5zbHsBiFRK3Xem9yChoean0mTly3WHeO+P/RSUmxjUKYwnBrfngih/vUsTjUxGUhGL3t6Gl78bI5/ohk+gh94lnZlSsPlz+OVZcPeF6z+AuCuPbjZnZpL7xmys5WX2n9ZHfr/U8qg4cV2N1zhxf8dGpdTx+51i/2PHPtsazvKYte134v41az3XGk6x/9nWcNbHPLr/md//cfue7v3XdszTvH9RPzR3d0Iff5ygO/7dpFqjCiGEOHvKbCbzuckUL1hA4G23ET5xAlqNTpFCiGOU1Ur5qlUUzp1L2fIVYLXi2eNiAhIS8LvqKgye+rW+F0IIIYQQQojmorLUxKrEJPatzyYg3Iv+t3agRYdA3epRJhO5b79D/pw5uEZGEjXjFbx6nJS1aPT2rP6DX96ZSUhMa0aPfwEv/wC9SxL1yBlDQ/cBTwEPAG7AW8AaYBHwOfAckAXcCXQB2gJVQAYwRin1taZpHwERSqnhmqaFAIeAa4C1wI9AslLqUU3TugB/Yu9UlA6sxN556HVN064D3gYucZS2CXhcKTXvTO9BQkPNV1m1hc9WH+CDP1MorbIw9KJInhjcjrgwX71LE41I5v5iFr61FU8fV0Y80Q2/4EZyMjp7l31cWe4e6PMEDJgIRv1S3qLxU2cRRLKHrDh5v1Psf+zjzemDSyd9DjpdaKpmcO2k4Ns51FDzuDUOebqaz1SDMpvJ++BDypYtw7NbNyKnT8O9jdwpL4QQzYmtqorDTzxJ2fLlhDzyCCEPP6Rb+24hGhtLbi5FCxZQlJiI+VAqBl9f/IcPIyAhAY/4eL3LE0IIIYQQQogmRynF3nVZrEpMwlxlpftVrbj4mla4uOp3Q2x1UhKHxz5L9e7d+I8eRfj48Rh9fHSrp75sW/ozv338Hi07XsDIsZNxl5H2TZ4zhoY04DXgHsAMfAlMBCqACY71UcA+4H6l1BrH864DvnHsp4D+Sqldjm0PALOBcqAIuFwple3YNg17SMnkOGZfpVSlo44vgFHYh3wsA65TZ/GNkdCQKK4wM2dVCp+sOkCl2crIri14fFA7WgV7612aaCSyD5Tw45tbcfd0YeST3fALaSTBIVMF/PosbP4CWl4KCR9DQIzeVQkhsP+RVbJwIVnTpqOqqgh9YgxB//qXdB0SQohmwFpSQtpDD1G5aTPhz00i6NZb9S5JiEZJKUXFxo0UzU2kdPFilMmER3w8ATck4DdsGEZfuWFICCGEEEIIIc5XUU4FK77ay+G9hUTE+tP/9g4ER+kXzlE2GwVffEHuzFkYfHyInPoivldeeeYnNjJKKTYsmMuqb78gtvslDHtiHK5u7nqXJRqA04WGzoemaRHAxcA6pVT+CdvaAB2BlUqpshO2xQMtgD+UUqYTtl0CeDu2ndU3RUJD4oj8smo++DOFz9ccxGJT3NijJY8MbEeLgEYSABG6yjlUwo+zt+LqbmTkk93wD21ESd6/E2HhGDAY4Lq3If46vSsSQjiYc3LImvI8ZcuX49m9O1HTp+HWurXeZQkhhKgnltxcUu+9j+r9+2kx4xX8rr1W75KEaBKsxcUUL1xE0dy5VO/di+bhgd/VVxNwQwKe3btLJy8hhBBCCCGE+IesVhtbl6ay8aeDGI0al1/flgv6tkAz6Pf3lTkjg4zxE6hYvx6fgQOJnPoiLsHButVTX5RS/PnVp/y1cD6d+vTnqgfHYHRx0bss0UCaVGjIWUhoSJwop6SKd1fs5+v1qQDcelkMD/VvS5ifh86VCWeXm1bKj29sxehqYOQT3QgIb0TBoYIUSLwLMrbAxf+Bi26AkHbgHQpyAl0IXSmlKPnxR3vXIZOJsCfGEPivf6EZDHqXJoQQog6Z0tJIvetuLHl5tHzrLXz69Na7JCGaHKUUVTt2UpSYSMmiRdjKy3Fr04aAhAT8R45okieThRBCCCGEEKKuZaUUs+KrPeQfLie2Wyj9bmqPd4B+XW6Odu5/cSrYbIRPGI//6NFN8gYRm83K0g/fYcfyJXS9aigD77xfrhU0MxIaqgcSGhKncriokrd/T+J/f6XjatT49+WteeCKtgR5u+ldmnBieell/PDGFgxGjZFPdCMwohGNubOYYNkLsPbtY+vc/SG4rT1AFNzu2HJQW3BrRKEoIZoAc3YOWVOmULZiBZ4XX2zvOtSqld5lCSGEqANVe/eSes89YDIT/eEHeHbpondJQjR5tooKSn75laLERCq3bAEXF3wHDiTghhvw7nW5jIUVQgghhBBCiBOYKi2s+yGFv/9Ix9vfnX43tye2a6iuNVkKC8l6/gVKFy+2d+uf8Qpu0dG61lRfLGYzv7z1GvvWr6bn6JvpdcNtTTIYJU5PQkP1QEJD4kwO5pXz5rIkvt96GC9XI3f1acM9fWPx93TVuzThpPIzyvjhja2gFCOe6Kbr7NZzUpwOOXsgPxnykyAvyb5ccvj4/fyj7SGi4HaOUFGc/X/+0fZRZ0KIOqeUoviHH8ie/rK969CTTxB4++1yJ4EQQjRiFX/9RdqDD2Hw8iLm4zm4x8XpXZIQzU51cjJFifMoXrAAa1ERLlGRBIwaTcCo63GNitK7PCGEEEIIIYTQXcrWXP78dh/lxdVc1L8lPa+Lxc1T35FYZX/+SebESViKigh99FGC776ryd4AYqqq5MfXp3No+xb6//seLh46Uu+ShE4kNFQPJDQkzlZSdilv/JbET39n4ufhwn39Yrmzdxt83GVGpDhZYVY5C2ZtwWZVjBjTjZCWjSw4VBtTOeTvdwSJkmuEipLBVHpsPxcPeyeimh2KQhxdijwD9atfiCbEnJ1N5uTJlP/xJ149ehA5fRpuMTF6lyWEEOIfKl2+nMNjnsA1MpKYj+fg2qKF3iUJ0azZTCbKfv+dov/NpXzNGtA0vPv0ISAhAd8B/dHcpPOwEEIIIYQQonkpL6rmz+/2kbIll+AW3vS/vSMRbfx1rclWUUH2q69S9O13uLeLI+rVV/Ho1EnXmupTZVkp37/yPFnJSQx54DEu7D9I75KEjiQ0VA8kNCT+qZ0Zxcxauo/fducQ5O3Gg1e05faerfB0a5rJVXHuirIrWDBrCxazlRGPdyM0xlfvkuqHUlCWc3xXovxk+3LhQVDWY/t6hRwLEB0NE7WDwNbgIifghfgnlFIUf7+A7JdfRlkshD35JIG33Spdh4QQopEoWrCAzImT8OjUiegPP8AlKEjvkoQQNZjS0ymeP5+iefOxZGdjDA7Gf+QIAkYn4B7bRu/yhBBCCCGEEKJeKZti58rDrP1+P1ar4pKhrek6OAajUd/zz5XbtpEx9llMqakE3XEHoU+MweDurmtN9amssIB5056jMPMwQ8c8S7tLLte7JKEzCQ3VAwkNiXO1JbWQmUv3sTIpj1Bfdx4ZEMfNl0bj7iLhIXFMcW4FC2ZuwVxt5brHuxLWyk/vkhqWxQRFhxxhIkegKM/Roag899h+mhECW9kDRMFxEBJ3bNk3AmQmqxCnZM7Ksncd+nMlXpdcYu861ERnNgshRFOR/+ln5MyYgdflPWn51tsYfbz1LkkIcQrKaqV81SoK586lbPkKsFrx7HExAQkJ+F11FQZPT71LFEIIIYQQQog6lZ9Rxoov95KVUkzLjoFccWsHAsK8dK1Jmc3kvfceeR98iEt4GFEvv4L3ZZfqWlN9K8rOInHaJCqKihjxzCRaXdRV75KEE5DQUD2Q0JA4X+tT8nl9yT42HCwgyt+Dx65sx+iLW+Kqc9JWOI+SvEoWzNpCdYWF4Y910b1to9OoLKox7qxGh6L8ZLBUHdvPzbfGqLM4R6ionX0EmnsTGPsmRB1QSlE8fz7ZL7+CstkIe+pJAm+5RboOCSGEk1FKkTvrDfI//BDfIUOIeu2/GGTckRCNhiU3l6IFCyhKTMR8KBWDjw9+w4cRkJCA5wUX6F2eEEIIIYQQQpwXi9nKpl8OsXnxIdw8XOh9QxwdLotA0/nG7uqUFDKeGUvVzp34jxhB+KSJGH2b6HQPh7zUgyROn4zVbGbU+OeJjOugd0nCSUhoqB5IaEjUBaUUq5LzeG3JPralFdEq2Isxg9pxXZcWGA3SIUVAaUEVC2ZuprLMzPBHuxLZVoJDp2SzQUn68V2J8pLsAaPiNKDG7zzfqOO7Eh0JFgXEgEG6fonmx5yZSeZzkylftQqvSy+1dx1q2VLvsoQQQmDvVpL1/AsUzZ1LwI03EjFlMppRPq8I0RgppajYuJGixERKFy9BVVfjER9PwA0J+A0b1uRPXgshhBBCCCGansN7C1n+1R6KcyrpcFkEvRPi8PTV90YnZbNR+NXX5Lz2GgZPTyJeeAG/q4boWlNDyEzay/yXp+Di5sboiVMJiW6ld0nCiUhoqB5IaEjUJaUUy3bn8PrSfezOLCEuzIcnB7fn6gsiMEh4qNkrK6xiwawtVBSbGPZIF6LaBehdUuNjrnR0JzoSJqrxWF18bD+jGwTFHh8kCm5nX/YK0q9+IRqAUoriefPIfmWGvevQ008RePPN0nVICCF0ZKuuJuPpZyhdupTgB+4n9PHHdb9LTwhRN6zFxRQvXETR3LlU792L5uGB31VXEXBDAp4XXyz/XxdCCCGEEEI4tapyM2vmJbN7TSZ+IR70v7Uj0fH6X0cxZ2eTOX4C5WvW4H1FPyKnTsU1LEzvsurdoe1b+eG1l/AOCCRh0lT8wyL0Lkk4GQkN1QMJDYn6YLMpftmRxazf9pGcU0Z8pB9PDWnPwI5hcsKwmSsvqmbBrC2UFVYx7OEutOgQqHdJTYNSUJ5nDxDlJx8/7qwgBWyWY/t6Bh4LEB037iwWXNz1ew9C1DFzZiaZk56jfPVqvC67jMhp03Br2ULvsoQQotmxlpWR/vAjVKxfT/j4cQTdcYfeJQkh6oFSiqodOylKTKRk0SJs5eW4tWlDQEIC/iNH4BIcrHeJQgghhBBCCHGUUoqkv7JZ9b8kqsotdBscTY+hbXB1078rcvFPP5H1wosos5nwZ58l4KYbm8X11aT1a/jpzVcJjGrJ6Akv4hOof3hLOB8JDdUDCQ2J+mS1KX7cdpg3fkviUH4FXaMDeGpIe/rEhTSLX26iduXF1fzwxlZK8yq59qHORHeSX/r1ymqBokM1gkRHOhQlQ1nWsf00g32s2dGuRHHHlv2iQP4/KxohpRRFiYnkvDIDpRThzzxNwE03SdchIYRoIJb8fNLuvY+qvXuJmj4N/xEj9C5JCNEAbBUVlPy6mKK5c6ncsgVcXPAdOJCAGxLw7tVLRhMKIYQQQgghdFWSV8kf3+wldWcBYa186X97R0Kj9R+zbC0qIuvFqZT8/DOeXboQNeMV3Fq31rusBvH38iUs/eBtItq1Z9Szz+Ph46N3ScJJSWioHkhoSDQEs9XGvE3pvLksiYziKi5tE8TTQzpwaRsJizRXFSUmfpy9haKcSq594CJiLpC7TnVRVXKsI9HRDkVJ9hFo5opj+7l6Q3BsjQ5F7SC4rX3ZXf8P0kKciTkjw951aM0avC7vSdRLL+HaQroOCSFEfTIfPkzq3fdgzsqixRuz8O3fX++ShBA6qE5OpihxHsULFmAtKsIlMpKAUaMIGD0K16govcsTQgghhBBCNCM2q41tv6ezYWEKaBo9r4vlogEtMRj0v2m6bPVqMsdPwFJQQOjDDxF8771oLi56l9Ug/lr0PX/838e07tKd656cgKuHh94lCScmoaF6IKEh0ZCqLVa+3ZDG28uTyS2tpm+7EJ4a0oGu0QF6lyZ0UFlm4sfZWynILOea+y+i9UUhepckjlAKSjIcXYkcIaIjy0WpQI3fuz4RjhFnccePPQtoBcbm8YFWNA5KKYr+N5ecGTMACBs7ttm0dRVCiIZWnZRE6t33YKuqIvr99/Dq3l3vkoQQOrOZTJT9/jtF/5tL+Zo1oGl49+lDQEICvgP6o7m56V2iEEIIIYQQognLOVTC8i/3kJdWRuuLgul3Swd8g/QPp9gqK8l5fSaFX36JW2wsUa++iueFF+hdVoNQSrH6uy9Z//13tO/Zh2sffQqji6veZQknJ6GheiChIaGHSpOV/1t3kPdW7KewwsygTuE8Obg98VF+epcmGlhVuZkfZ28l/3AZV917IbFdQ/UuSZyJuQoKDxzflejIcmXhsf0MrhDUxjHiLK5Gh6I48A6RcWdCN+bDh8mYNImKtevw7nU5kVOnStchIYSoQxVbtpD2wIMY3NyInvMRHh066F2SEMLJmNLTKZ4/n6J587FkZ2MMCsJ/5EgCEkbjHhurd3lCCCGEEEKIJsRUZWHDogNsX5aGh68b/W5qT9vuoU5xM2nl3zvIGDsW04EDBP7rX4Q99SSGZtJlR9lsLPv0A7Yt+YmLrryKQfc8hMEgo6zFmUloqB5IaEjoqazawqerDvDhyhRKqywM7RzJE4PaERcm446ak6pyMwvf3EpeWhlD7r2Att3C9C5JnKuKghphoiPjzpKhIAWspmP7efgfCxDV7FAUFAuunvrVL5oNpRRF331Hzqv/BU0j7NmxBNxwg1P8oSiEEI1Z2cqVpD/2OC6hocR88jFuLVvqXZIQwokpq5XyVasoSkykdPkKsFjw7HExAQkJ+F11FQZP+dtACCGEEEIIce4O7cjnj6/3UlpQRXzfKC4f2RYPb/072SiLhbwPPiDvvfdxCQkhavo0vHv10rusBmO1WPj13VnsWf0Hl1w3mr633inn5sVZk9BQPZDQkHAGxRVm5qxK4ZNVB6g0WxnZrQWPX9mOVsHeepcmGkh1pYVFb20l+2Apg++Kp12PcL1LEnXJZrWPNTsaJDoSKkqG0owaO2rgH+0IEh0JEzke/VqAwaDbWxBNkyn9MJmTJlGxbh3evXsTOfVFXKOi9C5LCCEapeJFP5ExbhzucXHEzPkIlxAZPSuEOHuW3FyKFiygKDER86FUDD4++A0fRkBCAp4XNI/W/EIIIYQQQoi6UVFiYtX/9pH0Vw6BEV70v70jUXEBepcFQPWBA2SMG0fVtu34DRtGxHOTMPr7611WgzFXV7HojRmkbN5I31vv5NIRCXqXJBoZCQ3VAwkNCWeSX1bNB3+m8Pmag1htiht6tOSRge1oESB3FzYHpioLi97eRtb+Ygb9J572l0boXZJoCNVlULD/WFeiI4/5yWAqO7afiycEtz153FlInL1zkRDnSNlsFH33Hdn/fQ1N0wgb9ywBCQlyZ4MQQvwDBV9+Rfa0aXhdfDEt33sXo690DhVCnBulFBUbN9q7Dy1egqquxj2+EwEJCfgPG4bRT8aaCyGEEEIIIWqnlGL3mkzWzEvGbLLS45rWdB/SCqOr/jckK6Uo+vZbsl/9L5qbG5FTJuN37bV6l9WgqivK+X7Gixzeu4vB9zxM50FX612SaIQkNFQPJDQknFFOSRXvLE/m6w2paGjcelkMD/VvS5hf85jj2ZyZqiz8/O52MpKKGHhHJzr2jNS7JKEXpaA0yxEgSrJ3JTrSoajwECjrsX29Q2t0Jaox7iywNRj1bzUqGgdTejqZEydRsX493n362LsORcrPICGEOB2lFHlvv0PeO+/gM3AgLWa+jsFDPrMLIeqGtbiY4kWLKJqbSPWePWgeHvhddRUBNyTgefHFEvIWQgghhBBCHFWYVc6Kr/aSkVREZJw/A27vSGCEc0w0MefkkDlpEuV/rrR3vJ8+Ddfw5jVxo6K4iMTpk8lPS+XaR5+iw+V99S5JNFISGqoHEhoSziy9sIK3f09m7qZ0XI0ad1zemvuvaEuQt5vepYl6ZDZZ+fnd7aTvLWTA7R2J7y2jgsQJLCYoPHD8uLM8R3eiirxj+2lGe3AopN3JHYp8wkAuMogTKJuNwm+/Jee119EMBsLHPYv/6NFyQUoIIWqhrFayp02j8Otv8B81isgXX0BzcdG7LCFEE6SUomrHTooSEylZtAhbeTlurVsTcEMC/iNGyDhEIYQQQgghmjGrxcbmxYf465eDuLoZ6TUqjk69ItEMznFOt+TXX8ma8jy26mrCnnmawFtvbXbnm0vyckh86TlK8/O47qkJtOl6sd4liUZMQkP1QEJDojE4mFfOm8uS+H7rYbxcjdzdpw13943F31M6iDRVFpOVn9//m7RdBfS/rQMX9G2hd0misagsPBYgyk9yhIr220egWaqO7efu5xh35uhKdGQ5uC24OcfdB0I/prQ0e9ehDRvw7tvX3nUoQkYmCiHEEcpkImPcOEp+/oWgu+8i7Omnm90JLyGEPmwVFZT8upiixEQqN28GFxd8Bw4k4IYEvHv1QjMa9S5RCCGEEEII0UAyk4tY/tVeCjPLiesRRp8b2uHt7653WQBYS0rIeuklSn5ciMdFFxE1YwbusW30LqvB5R9OI3Hac5grK7n+2Sm06Bivd0mikZPQUD2Q0JBoTJKyS3njtyR++jsTPw8X7usXy5292+DjLnc0N0UWs5VfP9jBoR359Lu5PRf1b6l3SaIxs9mgOM0x4mz/sQ5F+fvt62vya2kPDx3pShQcZx995h8NBrkI0Vwom43Cr78h5/XX0VxcCB83Dv9R18tFcSFEs2crLyf9sccpX72asGeeJvjuu/UuSQjRTFUnJ1OUOI/iBQuwFhXhEhlJwKhRBIy6HtcWcuOJEEIIIYQQTVV1hZm1C1LY+edhfILcueKWDrS+yHk6kJavW0fG+AlYcnIIeeABQh64H821+TVCyE5JZt70yWgGA6MnvEhY61i9SxJNgISG6oGEhkRjtDOjmFlL9/Hb7hyCvN148Iq2/OvyVni4ysX8psZqtvHrRzs4uD2PPje0o8uV0XqXJJoiU4W9E9GRrkRHOxQlQ3XJsf2M7o6ORDU7FDnGnnkF6Ve/qFem1FQyJ0yk4q+/8L6iH5Evvtjs5k0LIcQRlsJC0h54gKq/dxA5dSoBo0fpXZIQQmAzmSj7/XeK5iZSvmYNAN59+hCQkIDvgP5objLiXAghhBBCiKZAKUXKllz+/G4flSUmOg+M5tLhbXDzcI7mArbqanJnzqLg889xa92aqFdn4Nm5s95l6SJt198sePVFPHx8SZg4lcBIubFD1A0JDdUDCQ2JxmxLaiEzl+5jZVIeYb7uPDIwjpsuicbdRcJDTYnVYmPJxztJ2ZJLr1FxdBsSo3dJorlQCspza3QlSnaMPkuCwoNgsxzb1yv4+K5ER5aD2oCLc7RDFedO2WwUfvU1OTNn2rsOjR+P//UjpeuQEKJZMWdlkXr3PZjT0mgx83V8Bw3SuyQhhDiJKf0wxfPnUTRvPpbsbIxBQfiPHElAwmjcY+WuViGEEEIIIRqr0oIq/vx2Hwe35xES7cOA2zsS1spP77KOqtq1i8Njx2JK3k/grbcS9szTGDw99S5LF/s3rWfhrFfwD4sgYdJUfIOcpwuUaPwkNFQPJDQkmoJ1KfnMXLKPDQcLaBHgyWNXxjGqe0tcjQa9SxN1xGq1sfTjXezfnEPPkbFcfHVrvUsSzZ3VDIWHju9KlJ9sXy7PObafZoCAVsd3JTqy7BsJEjppVEypqWRMmEDlX5vwueIKIl58QboOCSGaheqUA6Tecze24hJavvsu3pddqndJQghxWspqpXzVKooSEyldvgIsFjwvvpiAhAT8rr6q2Z68F0IIIYQQorGx2RQ7/khn3YIUlE1xyfA2dLkyGqOTXANUViv5cz4m9+23cQkIIHL6dHz69tG7LN3sWrmcX9+dRXibtlw/7nm8/Pz1Lkk0MRIaqgcSGhJNhVKKlUl5vL50H9vSimgd7MWYQe0Z3iUKo0EuyjcFNquN3z7bTdLGbC4d3oZLhrbRuyQhaldVfHxXoqPLyWCpPLafm8+xUWc1w0TBbcHdV7/6xWkpm43CL78kZ+YsNDc3wieMx3/ECOk6JIRosir/3kHaffeBwUDMRx/iER+vd0lCCPGPWHJzKf7hB4rmJmI6dAiDjw9+w4cRkJCA5wUX6F2eEEIIIYQQ4hTy0stY/uUecg6WEB0fRP9bO+AX4jw3AJhSU8l4dhyVW7bge/XVREyZjEtgoN5l6WbLrwv5/dMPiLmwMyOenoSbp5feJYkmSEJD9UBCQ6KpUUqxbHcOry/dx+7MEtqF+fDk4PZcdUEEBgkPNXo2m+L3z3ezd30WPYa25tJhbeRCvWg8bDYozTjWmehoh6IkKEoDanye8Y08IUjUzj72zD8GjM4xn7m5Mx08SMbESVRu2oRP//5EvPACruFhepclhBB1qnzNGtIfeRRjYCAxH8/BrXVrvUsSQohzppSiYuNGe/ehxUtQ1dW4x3ciICEB/2HDMPo5z2gDIYQQQgghmjOLycrGnw6ydWkq7t4u9E5oR/tLw53mepBSiqK5c8l+ZQaa0UjE5OfwGzbMaepraEop1s3/ljX/+4q4S3oy9LGxuLi56V2WaKIkNFQPJDQkmiqbTfHLjixmLt3L/txy4iP9eGpIewZ2DGu2v7SbCptNsfzLPexZk0n3q1vRc0Ss/JuKxs9cCQUHah93VlV0bD+jGwS2qWXcWTvwCpJxZw1MWa32rkOz3kBzcyNi4gT8rrtOfiYJIZqEkl8Xk/HMM7i1bk30nDkSjBRCNCnW4mKKFy2iaG4i1Xv2oHl44HfVVQTckIDnxRfL5zkhhBBCCCF0kra7gBVf76Ukt5KOl0fQe3Q7PHxc9S7rKEteHpmTnqNsxQq8evYk6uXpuEZG6l2WbpTNxor/+5jNP//ABVdcyZD7H8NgNOpdlmjCJDRUDyQ0JJo6q03xw9bDvPFbEqkFFXSNDuDpIR3oHRcsJwEbMWVTrPh6L7tWZdB1cAy9RrWVf0/RNCkFFfk1OhMlHRt1VpACNvOxfT0CjgWIgtseWw6KBVcP3d5Cc2A6eJCMCROp3LwZn4EDiXh+Cq5hcnFdCNF4FX73P7Kefx7Prl2Jfv89jP4yf14I0TQppajasZOixERKFi3CVl6OW+vW+A0bhmtEOAZfP4z+fhj9/DD4OR59fNAMBr1LF0IIIYQQokmpLDOxOjGZveuy8A/1pP9tHWjZMUjvso5TsnQpWZOnYCsvJ+zppwi8/fZm/beBzWplyQdvsfOP3+h+zXX0//c9zfr7IRqGhIbqgYSGRHNhttpI3JTOW8uSyCiu4rI2QTw1pAOXtnGuDxzi7Cmb4s9v97Hjz8N0GRhN7xviJDgkmherBYoOQf7+kzsUlWbW2FGDgGjHiLMTOhT5RoF8iK8Tymql4Iv/I/eNN9A8PIiYNLFZt6QVQjROSinyP/iA3Ddm492vLy1nz8bg6al3WUII0SBsFRWU/LqYosREKjdvPvWOmobB19cRJPLF6Od/6mV/P4y+vhhqLGvSpl8IIYQQQoijlFLsW5/FqrnJmCotdLsqhh7XtMbFzXm61VjLysieNp3i77/HIz6eqFdn4B4Xp3dZurKYTPz05qskb1xHrxtvo+eom+VcuGgQEhqqBxIaEs1NtcXKtxvSeHt5Mrml1fRrH8pTg9vTJTpA79LEOVBKsep/SWxfns5F/VvS96Z28qFECIDqUkeAaH+NDkVJ9q/N5cf2c/WCoLYQElcjVNTWvuzhp1/9jVh1ygEyJ0ygcutWfK68ksjnp+ASGqp3WUIIcUbKZiNnxgwKPv8Cv+HDiZo+Dc3Vedp/CyFEQ7KWlWMrLsJaWoq1uARrSTG2klKsJWdeVtXVpz225umJ0c8Po58jTFRz2dcXo7+fY/2RYNKxZc3LS/7mFUIIIYQQTUZxbgUrvtpL+p5Cwtv4MeD2jgS38NG7rONUbNxIxrPjMGdlEXzfvYQ+9FCzvxHAVFnBgv++RNrO7Qz8z/10u3q43iWJZkRCQ/VAQkOiuao0Wfm/dQd5b8V+CivMDI4P58nB7ekUKRfJGxulFGvmJbP1tzQu6BvFFbd0QDPISVQhaqWUvQtRza5ER5aLDoGyHdvXJ/z4rkTBji5Fga3AKBeRT0dZrRR8/gW5s2dj8PAgfNIk/IYNlQs8QginpcxmMiZOpOTHhQT++1+Ejxsn7aSFEOIc2aqrsRYXY3MEjmylJfZQ0ZHlYvvXxy2XOB7Lyk5/cBcXe7DIzw+Df82QkR9Gxyi1I2PUTgwcGXx90YzOc7e2EEIIIYRovqxWG9t+S2PDogMYjBqXj2zLBf1aYHCiazs2k4nc2bMp+ORTXKOjiZrxCl7duuldlu4qS0uY//IUsg/s55qHnqBT3wF6lySaGQkN1QMJDYnmrqzawqerDvDhyhRKqywM6xzJmEHtiQtzriSzOD2lFOsWpLB58SE69Y5kwG0dJTgkxD9lqYaCA/auRPnJkJd8bLki/9h+BhcIbOMIE8UdP/bMOxQkGHNUdcoBMsePp3LbNnwGXUnk88/jEhKid1lCCHEcW2Ulh8c8QdkffxA65nGC779fQo5CCKETZbFgKys7PmR0usBRaSm24mJHp6MSsFpPe3yDj48jTOQIFvn7YfA9YdnfETiqueznh8HdvYG+C0IIIYQQoinLPlDC8i/3kH+4jDZdQuh3cwd8Ap3rs2bV3r1kPDOW6n37CLjpJsLHPoPB21vvsnRXWpDHvGmTKc7OYtgTz9L24sv0Lkk0QxIaqgcSGhLCrrjCzEcrU/hk9QGqzFZGdmvBmCvbExPspXdp4iwppdiw8AB//XyQjj0jGPDvTk6VSheiUasoOL4rUX6SPVRUsB+spmP7ufs7gkRHwkSO5aC24NY8f54qq5WCzz63dx3y9CT8uefwG3qtXJAXQjgFa3ExaQ8+ROWWLURMmULgzTfpXZIQQohzpJRCVVQ4AkSl2EqKj18+EjI6cdkxXk1VVp72+Jq7+3GBI4OfL0bHeLVal/39MPr6YvD3x+DtLZ9/hRBCCCGaOVOVhfU/pLB9RTrefm70u7kDsd1C9S7rOPZzuZ+R+8ZsDP7+RL40Fd/+/fUuyykUZmWQ+NIkqspKGTl2MtHxF+ldkmimJDRUDyQ0JMTx8suqef+P/Xyx9hBWm+KGHtE8OjCOqABPvUsTZ2njTwfYsPAA7S8N58o7OmEwymgNIeqNzQrFacd3JToSLCo5fPy+/tEnjDtzLPtHQzMYgVOdkkLG+PFUbduO7+DBREyZLF2HhBC6MmfnkHbvvVQfOECL/76K39VX612SEEIIHSmTCeuRkWolxUeXrSXF2BzBolMt20pL7aOQT8VgOBogso9O83WMTqu57HvySDV/f4w+PmiuMh5ZCCGEEKIxO7A9jz+/2UtZUTUX9mtBz5Ftcfd00bus45jSD5Mx7lkq/9qE7+BBRLzwAi5BQXqX5RRyDqYwb/pklM3G6AkvEh4bp3dJohmT0FA9kNCQELXLLqni3eXJfL0hFQ2NWy+L4aEBbQnz9dC7NHEW/vrlIOt/SCGuRxiD/hOPUYJDQjQ8Uznk7z/WlahmhyJT6bH9XDzsnYhqdihq0xf8W+pXez1RFov9TpU338Lg5UXE5OfwveYauetaCNHgTIcOkXrX3VgKC4l++y28e/XSuyQhhBCNmLLZjo5Vs5WcYaRazX2OjFUzm097fIOXlz1A5FsjTOTrax+p5ueH0TFK7ejYtRodkTQPD/m8LYQQQgihk/LialZ+t4/9m3MJivJmwO0diYj117us4yilKJ7/PdnTpwMQPmkS/iNHyGdIh8N7dvH9jBdw9fQkYeJUgltE612SaOYkNFQPJDQkxOmlF1bw9u/JzN2UjqtR447LW3P/FW0J8nbTuzRxBpuXHGLt/P207RbK4LsvwOgiwSEhnIJSUJZ9wrgzx3LhQVBWcPGE/uPg8kfA6Fx3nNSF6uRkMiZMpGr7dnyHDLF3HQoO1rssIUQzUbVrF6n33gdWK9EffYjnRdJOWgghhH6UUqiqqlMHjkod64+MVCt2jF1zLNsqKk57fM3VtdYwkdHfD4PvCcv+x+9j8PFBawZdUYUQQggh6pqyKXauymDt9/uxmm30uLY13YbEON11Gkt+PpmTp1C2bBlePXoQ+coruLVsoXdZTuPA1k38+Pp0fIODSZj4En6hYXqXJISEhuqDhIaEODsH88qZvSyJBVsP4+Vq5O4+bbi7byz+ntIi25lt/S2V1YnJtOkSwlX3XIjR1bk+kAohTmAx2bsRLZ8OexZBxEUw/E1o0V3vyuqcsljI/+RT8t56C4OPDxFTJstoICFEvSvfsIH0hx7G4OtLzMdzcI+N1bskIYQQ4rwosxlrWdmxMFFJqX282nHLjjFqNZeL7SPYsNlOfXBNw3Cku5GfL0bHSLVal/397CPYaixrbnLDmRBCCCGan4KMclZ8tYfM/cW06BBA/1s7EhDupXdZJyn9fTmZzz2HraSE0CeeIOjOOyQwXsOeNX/yy9szCY6OIWHCi3j5B+hdkhCAhIbqhYSGhPhnkrJLmfXbPn7+Owt/T1fu6xfLnb1a4+3e9DphNBXbl6ex8rskWl0UzNX3XYiLq1HvkoQQZ2P3QvjpaSjPgcsehAETwN1H76rqXHVSEhnjJ1C1Ywe+V19NxOTnZFa2EKJelC5bxuEnnsQ1OpqYOR/hGhmpd0lCCCGErpRS2MrLjwaI7OPTirE5gkWnWj7SEUlVV5/2+Jqnp6PDkSNMdMrlI8GkY8ual5eMxBBCCCFEo2IxW9n06yE2/3oIV3cjvRPi6Hh5pNN9prGWlZMz4xWK5ibi3rEjUTNm4NGhvd5lOZXtv/3K0jnv0KJDPNc/Oxl3L2+9SxLiKAkN1QMJDQlxbnYcLmbW0n0s25NDsLcbD/Zvy+09W+EhgRSntOPPw/zx9V5iLgjimvsvwsVN/p2EaBSqiuG3F+Cvj8E/BobNhHaD9a6qzimLhfyPPyHv7bcx+PoSMXkyfldfpXdZQogmpGjefDKfew6PCy8k+oP3cQkM1LskcSqmctjwEbh4QLfbwN1X74qEEEKcgq26+uSRaieOVys5Ydmxv62s7PQHd3HBeKTLkb+/fdnfMTrNMUrt+LFrNcJHvr5oRjnvIYQQQoiGk5FUyPIv91KUXUG7S8Lpc0M7vPycr+tixebNZDw7DnN6OsH33E3Io49ikO6Qx9nwQyIrv/6MNt16MPyJcbi6e+hdki72ZpWyObWQWy6N0bsUcYJzDg1pmuYL/ACMV0qt/4cvGgxMBcYppUr+yXMbAwkNCXF+NqcWMnPJPlYl5xHm686jA+O48ZJo3F3k5Iyz2bUqg+Vf7aFlh0CufagzrhIcEqLxSF0HPz4GeXvhwtFw9Svg0/TmJ1ft20fm+AlU7dyJ7zVXEzF5slzYF0Kct/yPPybnv6/h3asXLd96E4O33B3mtPYttnfZK061f+3hDz3uhsvuB98IfWsTQghRp5TFgq2srJaRao5gUXEJ1tKay6XHRrCVloLFctrjG3x8HGEiR7DI3w+D7wnL/o7AUc1lPz8M7u4N9F0QQgghRGNXVW5m7fxkdq3OxDfYgytu7UCrC4L1LuskymQi9+13yJ8zB9fISKJmvIJXj5MyB82aUoqVX3/Gxh/n0bH3FVz90BMYXZrflJXCchOzftvHl+sOEeTtzp9j++Pl1vy+D87sfEJDHkAFMFgptUzTNC8gE6gETCfsbgDcgQnAd8AKoAswVyl18/m+CWcjoSEh6sa6lHxeX7KXjQcLaRHgyeNXtmNU9xa4GGX+qTPZszaTZV/spkX7AIY+1AVXdwkOCdFoWKph1Ruw8jVw9YIhL0G328HJ2tueL2WxkD/nY3LfeQejry8RU6bgd9UQvcsSQjRCSilyXnuNgo8/wfeaq4maMUPunnNWxYfh12ftozlDOsCwWeDiDqtn29cZXaHzTdDrUQjtoHe1QgghdKaUQlVUHB84coxXs4ePjoxRq31ZVVae9viau/txgSODny9Gx0i1Wpf9/TD6+mLw98fg7e10I0iEEEIIUfeUUiRvymHl/5KoKjPT5cpoLh3WximvuVQnJXF47LNU796Nf8JowseNx+gjN1TVZLNZ+W3Ou/y9bDFdBl/LlXc9gGZoXtc3LVYbX29IZebSfZRWWbj9shjGDGpPoLecS3M25xMaMgJmoI9Sao2mad5AKfbuQytO8bQtwH+BS4DZwFillPncy3dOEhoSou4opViZlMfrS/ayLb2Y1sFejBnUnuFdojAa5ISJs9i7Potln+0ioq0/wx7pgpuHJISFaFRy98HCxyF1DbTuC8NnQ3BbvauqczW7Dvldey3hz02SrkNCiLOmLBYyJ0+heP58Am65mYhJk2RMiTOyWmDDh7B8GtgscMVYuPxRcKlxQip/P6x9B7Z+BZYqaH8N9H4MYi5vcsFZIYQQDUOZTMeHjBzL1pJibEdCRrWMVLOvL4XTnYs3GI4GiOyj03wdo9NqLvuePFLN3x+jjw+aq2vDfSOEEEIIcU5K8iv585t9HNqRT2iMLwNu70hojPON1lY2GwVffEHuzFkYfHyInPoivldeqXdZTsdqMfPzW6+zb90qLrv+JnrfdHuzC4GvTs7jhYU72ZddRq+2wUwZfgEdIpzvv2lhVxehoanAZ0AO9tDQ08DHQHcgFchRSpU6ntMZWA58pJQaV3dvw7lIaEiIuqeU4rfdOby+ZC97skppF+bDk4Pbc9UFERgkPOQUkjZms/TTXYS39mP4o11w85TgkGjebDaFzWLDanU8WhQ2qw2rxYbNqo5/tCis1pqPxz/v+G217Hv02Kd+9A/1JL53JK0uDMZQW8c2mw22fAFLJtsvoF4xFno9dvxF1iZAmc3kz5lD7rvvYfTzI+L5KfgNHqx3WUIIJ2errubwk09RtmwZIQ89RMijjzS7kz2NQvomWDQGsrZD3CC49jUIanPq/cvzYMNH9pBRZQG06GEPD3UcBgYJhAkhhGgYymY7OlbtaJio+ISQUWmN8WqOdUfGqynz6e/JNXh5HQ0c+fTrS9Bdd8nNE0IIIYSTsFltbF+ezvofU0DT6HldLBf1b1H7+VudmTMyyBg/gYr16/EZOJDIqS/iEux8Y9P0Zq6q4ofXp3Fo+xauuP0uegwfpXdJDSo1v4JpP+9i8c5sooM8mTQ0niHx4XIezcnVRWgIQAGHgRbAM8BG4A/HeoBiYAPwLbBBKbWrTqp3UhIaEqL+2GyKn3dkMmvpPvbnlnNBlB9PDWnPgA5h8gvHCSRvymHpxzsJbeXL8Ee74O4ld7OJumWz2UMwxwVnagvhOIIytW87MahTI6Bz4uNJ4ZuzCfzY9z3DR6lzZnDRMBoNtTwaMLpoGAwaRpfj1xsMGlkpxVSUmPDyd6Njz0g69Y4kIMzr5BcozYJfnoVdCyAsHoa/CdGX1M+b0VHV3r1kjB9P9a7d+A0dSvikiXLiXAhRK2tpKekPPUzFxo2ET5xI0L9u17skcaLKIvh9Kmz8GHwj4OpXIH7E2XcNMlXYuw6tfRsKD0JQLFz+MHS9DVw967NyIYQQ4rwopVBVVcdGqpXU6GR0JGTkWLbk5FC+di0GLy+C7riDoP/cidFX7vYWQggh9JKbWsryL/eQm1pKqwuD6XdLe/yCne9vUKUUJT/+SNbUl8BmI3zCePxHj5ZrcrWoKitj/oznyUrax+D7H+GiAUP0LqnBlFdbeGd5MnNWHsDFqPHwgDju7tMGD1e5KasxqIvQ0K1ACfaRY5Oxh4a+AfoALoAX0NKxfRCQDtynlPq97t6Gc5HQkBD1z2pT/LD1MG/8lkRqQQXdYgJ4ekgHerUNlg8qOkvZmsvij3YQ0tKH4Y91xcNbgkPOTtmUPQBTI/hyqjBM7UGdU3S4qTWMc7qgz8mPJx5L2eoniWMwavbQTc1HoyN8Y3SEcY48nrjfcY+OsI6LocbzT3isGfI58fk1X8doOOl5BoN2zj/jrFYbqTvy2bU6k0N/56EUtGgfQKfeUbTtFoqL2wkf3vf+Aj89BSUZcOm9cOVkcG9aJ5SV2Uzehx+S9977GAMCiHx+Cr6DBuldlhDCiVjy8ki99z6qk5KIevll/IcP07skUZNSsGMeLJ4A5blw6X0wYCJ4+J3b8WxW2L0Q1rwJhzeBV7D9mJfcC95y96QQQojGr2rfPvLeepvSpUsx+PsTfNddBN1+GwZvb71LE0IIIZoNc7WVDYsOsG1ZGh4+rvS9sR1xFzvnjfGWwkKynn+B0sWL8ezenagZr+AWHa13WU6pvKiQxGnPUZiRztDHxtLusl56l9QgbDbFgq2HeeWXPeSUVjOqewuevboj4X4eepcm/oHzCQ25A5XAFUqplZqmeWMfT/Y+kHiKp1UDDwM3AA8rpT48n+KdlYSGhGg4ZquNxE3pvLksicziKnrGBvHUkA5c0jpI79KatYPb8/jlw78JivRmxOPd8PBpfsEhpdRZdLipfRRV7SGc03e2OdW4KvtzTt8lx1ZfQRyDZg+6nBi6OdVjzdDNqR6PC+Gc7jinON4pwjzO+AdZfSorrGbPukx2r86gJK8Kdy8X2l8aQXyfSEJa1ggGVZfCsqn2sS1+UfYxLx2v1a/welK1Zw8Z4ydQvXs3fsOHEzFxAsaAAL3LEkLozJSeTurdd2PJzqHlm7Px6ddP75JETfn77eHWlOUQ1Q2GzbI/1gWl4NAae3ho36/g4gndbrN3HwqKrZvXEEIIIXRUuXMneW++Rdkff2AMCiL4vnsJvPlmDB5ycUcIIYSoT6k781nx9V5K86uI7xPF5de3ddobr8v+/JOMiROxFhUT+tijBN91F5pRusbUpjgni8SXnqO8qJART0+iVeeuepfUILakFvLCwl1sTSuiS3QAU4bH0z1Guvk3RucTGvIHCoGrlVJLaoSGTkUBLyilXtQ07TVgDDBaKfXDOVfvpCQ0JETDqzJb+XZDKm8v309eWTVXtA/lqSHt6dwyQO/Smq1DO/L55f2/CQj3YsSYrnj6up33MZWyB1zO2OnmXDvcnGZc1XGdeE43zqrG/vVCA2OtHWpO09nmnDrc1N7p5nRhnuPWGTU0Q/MK4jRGyqY4vK+QXaszSdmSi9ViIzTGl/g+UbS7JBx3Txf7jul/wY+PQc5O+7iXa161j39pQpTZTN4HH5L3/vsYAwOIfOEFfAcO1LssIYROqvbuI+2ee7CZTES//x5e3eoojCLOn6UaVr0BK18Ho5u9E94ld4Ohnk5c5uyBtW/Btu9AWaHTcOj1OLS8uH5eTwghhGhAFVu2kPvmm1SsXYdLWBjBD9xPQEICBrfzP4cjhBBCiGMqSkysmptE0sZsAsK9GHB7B6LaOWe4wlZRQfarr1L07Xe4t2tH1Ksz8OjUSe+ynFZe2iHmTXsOi8nEqPEvENmug94l1buckipm/LqXeZvTCfV1Z9zVHbm+WwsMck2o0Tqf0JAH9q5BS4BdgCsQD1Rh7yh0hBdgcmzPV0plappmAFY69o9XSmXWwXtxGhIaEkI/lSYrX6w9yPt/7Kewwszg+HCeHNyeTpHnOKJAnJfUXfn8/N7f+AZ5ENUu4NRjrGoN/dTeSadeaJxlZ5v6GVdVa0Cn5kgq47HjyYcuUV+qys3s25DFrlUZ5B8ux8XVQNzFYXTqE0VkW380m8XecWHFDHDxgMEvQPc7wGDQu/Q6VbV7t73r0J49+F03nIgJ0nVIiOamYvNm0h54EIOHBzEfz8G9XTu9SxJHpPwBPz0J+clwwSi4ajr4RTbMa5dkwvr34a9PoboYWvWG3o9D3OAm97tQCCFE81O+fgO5b75J5aZNuEZFEfLwQ/iPGIHm4qJ3aUIIIUSjppRiz9pMVs9LxlxlpfvVrbj46la4uDpnx57KbdvIGPssptRUgu68k9Axj2Nwd9e7LKeVmbyX+S8/j9HVlYQJLxIS01rvkupVldnKJ6sP8M7vyZitirv7tuHhAXH4uMtnxsbunENDNQ5gw95F6DngFcCglLLU2P4e4K2U+vcJz+sFPAbcos72xRoJCQ0Job/SKjOfrj7IR3+mUFptYVjnSMYMak9cmI/epTU76XsKWP7lHiwm2/GdbupgXNU/HUV1qrCPZmh+46mEOBWlFDmHStm1OoOkjdmYq6wEhHsR3zuKDj0j8DKnwcLH4eBKiOkFw2dDaHu9y65TymSydx364ANcAgOJeOEFfAcO0LssIUQDKPvjD9IfH4NreDjRH3+MW8sWepckAMpyYclE2P4dBLaGa1+HdoP0qaW6FDZ9Duveg5J0CO0IvR6Fi24AFzmRKoQQovFSSlG+ajW5s2dTtWMHrq1iCH3kEfyuvVZGkQghhBDnoCi7ghVf7+Hw3iIi2/rT/7aOBEV5611WrZTZTN5775H3wYe4hIcR9fIreF92qd5lObVDf2/lh/++hFdAAAkTXyIgvGl15q9JKcXSXdm89NNuUgsqGBIfzsShnWgV7Jz/PYt/rq5CQ08BvwIFwHrgUaXUQk3TugCbgP8B/tg7EJkAA+AGeCilrq6LN+JMJDQkhPMorjDz0coUPll9gCqzleu7teTxK9sRE+yld2lCCOH0zNVWkjflsHt1Bpn7izEYNFp3CSG+VyTRpl8xLJ0I5gro+xT0eaLJXSyt2rXL3nVo7178R4wgfMJ4jP7+epclhKgnxQsXkjF+Ah7t2xP90Ye4BAfrXZKw2WDLF7B0CpjK7Z19+j0Nrp56VwZWM+yYb+/Cl70DfCKg5wNw8X/AM0Dv6oQQQohzppSibPlycme/SfXevbjFtSX00cfwHTwITbrrCSGEEGdktdjYsiSVv34+iNHVwOXXt+WCPlFoTjpFoDolhYxnxlK1c6f9HOikiRh9ffUuy6klbVjDT7NfJTCyBaMnTsUnMEjvkurNvuxSXly4i1XJebQL82HK8Avo0y5E77JEHaur0FBHpdQ+TdPCgUzswaDPgdbYR5D1A/YDfzie1g/4CyhXSg083zfhbCQ0JITzyS+r5v0/9vPF2kNYbYobekTz6MA4ogKc4IKDEEI0AgWZ5exencGedVlUlZnxCXSnYw9/OlV8iN/+zyGkg73rUKvL9S61TimTibz337ffZRMcTMSLL+Dbv7/eZQkh6ljBF1+QPf1lvC67jJbvvI3RR7pT6i5rByx6AtI3QKs+MGwmhHbQu6qTKQX7f7eHh1JWgJsvXHwH9HwQ/FvqXZ0QQghxzpTNRunixeS+9TamlBTcO3Ui9LFH8enfX7o1CyGEEKeQlVLM8i/3UJBRTtvuofS9qT3e/s55o6Wy2Sj88ityXn8dg6cnES+8gN9VQ/Quy+ntWPEbS95/k4i4dlw/7nk8fZpmwKqowsSspfv4cn0q3m5Gnhzcntt7tsLFKCHypuicQ0Oapj0DDAEGAp1qhIYygL7YuwtFAg8APwKZSimD47lHg0Z1+WachYSGhHBe2SVVvLM8mW82pKKhcetlMTw0oC1hvh56lyaEEI2C1WLjwLY8dq/OIHV3AQDRMYpOps+Itf2M8ZJ/w5VTmlyXhcqdO8kcP4HqffvwHznS3nXIz0/vsoQQ50kpRe7s2eS//wG+gwcR9dprGNyd82Res2EqhxUvw9p37b9LhrwEXW6BxnBxMnMbrHnL3oFI0+DC0dDrMYi4UO/KhBBCiHOmrFZKFi0i9+13MKel4dGlM6GPPYZ3r14SHhJCCCEcqistrFuwnx1/HsYnwJ1+N7enTZdQvcs6JXNWFpkTJlC+Zi3eV/QjcupUXMPC9C7L6W366QdWfPERrTp3Y8RTE3H1aHrXFi1WG99sSOX1pfsoqTRz22WteGJwe4K83fQuTdSj8wkNrQMuAjyATsALwKfAL0opo6ZpS4ErgTeBl4EMpZTR8VwJDQkhdJVeWMFby5JJ3JyOm9HAv3u14oF+bQmUX3pCCHHWSguq2L0mk91rMigrqMbDzUQH18V0CtpC8PVPQKfrGsdF3rOkTCZy33uP/A8/wiU4mMipL+JzxRV6lyWEOEfKaiXrxakUffcd/gmjiXz+eTQXF73Lat72/Ay/jIXiNOj+bxj0Ang1whbfRamw7j3Y9DmYy6HtQHt4KLZ/k/q9KIQQonlRZjNF339P3nvvY8nMxKtHD0LHPI5Xj5OuLQghhBDNSsqWXP78di/lJSY692/JZSNicfNw3vMLxYt+IuvFF1FmM+HjxhFw4w0SBD4DpRRr5n7Funnf0v6y3lzz6NO4uLrqXVadW7M/jxcX7mJPVimXxwYz5bp4OkbIjbPNwfmEhroCyUAJcDWw0LHJBbgM2AC8BIwD7gY+A+IAA7APe5eiA0qplDp4H05FQkNCNB4H88qZvSyJBVsP4+3mwl192nBP3zb4eTS9X/ZCCFFfbDZF+u4Cdq3O4MDWXGw2iHDdQ6c2OcTdfjduYdF6l1inKv/eQeaE8VQnJeN//fWEjx8nXYeEaGRsJhMZz4yldPFigu+9l9Ann5ATZHoqSoNfnoW9P0FoJxg2q2mMu6wshL8+gfUfQFk2RHS2h4cuuB6MznsCWQghhDgdm8lE0f/mkvfB+1hz8/Du3ZvQxx/Ds3NnvUsTQgghGlRZYTV/fruXA9vyCG7hw4DbOxLexnnPEVqLish6cSolP/+MZ5cuRL06A7dWrfQuy+kpm43fP/uArYt/4sIBQxh838MYDEa9y6pTaQUVTPtpN7/uzKJloCeThnbiqgsi5FxZM3LOoaEaB7ABHQAT8C5wDfaOQ78ppb7RNG0WcCfgDxw56JH/wtSR7kNNiYSGhGh89mWX8sZv+/j57yz8PV25r18sd/Zqjbe7nMwXQoh/oqLExN61Gez+fReFxR64apW0a2em04grCI8NaDJ/aNhMJvLeeZf8OXNwCQmxdx3q10/vsoQQZ8FaVk76o49QsXYdYWPHEnzXf/QuqfmymmH9+7D8ZVA26D8OLn8YjE0swG+phu3f2UeX5e0D/2jo+ZC9m5K7j97VCSGEEOfEVllJ4dffkD9nDtbCQnwGDCD0sUfx6NRJ79KEEEKIemWzKXb+eZi1C/ZjsyouHdaGLoOiMRoNepd2SmWrV5M5fgKWggJCH3mY4HvukW7LZ8FqsfDru7PYs/oPegwfRb/b/tNkzm8DlFdbeG/Ffj5cmYJR03hkYBx392mDh2uTi2+IM6ir0NAGoBx7x6FHgP8C84DbAG8gFdgKPFTjqa6Al1JqzXnU75QkNCRE47XjcDGzlu5j2Z4cgr3deLB/W27v2Up+QQohxD+klCJr6x52ff8bybltsSgPgsJciL+iDR0ui8DDp2lcEK78ewcZ48dhSt6P/+hRhI8bh9HXV++yhBCnYCksJO3e+6javZvIl14i4PqRepfUfKVthEVjIHsHtLsKrv0vBDbxOxxtNtj3K6x5E1LXgoc/9LgbLnsAfMP1rk4IIYQ4J9aycgq//D/yP/4EW2kpvldfTeijj+Detq3epQkhhBB1Lv9wGcu/3EP2gRJadgyk/20d8A/10rusU7JVVpLz+kwKv/wSt7ZtiZoxA88LL9C7rEbBbKpm0axXSNm8kT43/5tLRzadMW5KKRZsPcwrv+whu6Sa67u14NmrOxLh76F3aUIndREaWgRUAF7ACKWUVdO0fwP3Af2UUjZN02YA8Uqp4XVYu9OS0JAQjd/m1EJmLtnHquQ8wv3ceWRAHDddEoObi/MmxYUQwikphemvuST98DO7inuRY47D4KIR2zWU+N5RtOwQiGZo3H9s2Uwm8t5+x951KCyMyKlT8enbR++yhBAnMGdkkHr3PZgzMmgxaxa+AwfoXVLzVFkIv70Amz4D30i49lXoOAyayIm3s5a2EdbMht2L7J2VutwMlz8Koe31rkwIIYQ4J9biYvI/+4zCz7/AVlWF37ChhD78sIw9EUII0SRYTFb++vkgW5ak4ublQp+EONpf5tzjmyr/3kHG2LGYDhwg8N//IuzJJzF4SCjkbFRXlLPg1amk79nJoLsfpMvga/Uuqc5sSyvihYU72ZxaRJeW/kwefgEXtwrUuyyhs/MODZ3mwO5KqWrHsg9QoZSynddBGwkJDQnRdKzdn8/MpXvZeLCQFgGePH5lO0Z1b4GLE7eZFEIIp1SeD0smkvfXGnar0eyt6Et1FfgGexDfO5KOl0fiE9i4/2it3L6djPETMO3fT8ANCYQ9+yxGHxk7I4QzqN6/n9S778FWVkb0++/h1eOkv4FFfVMK/p4LiydART5c9iAMGA/uzbw7W/5+WPs2bP0aLFXQ4Vro9RjE9Gx+QSohhBD/mFIKm01hsyisFtvR/x352mZVx61z9TDi5eeGl78bLvXUVdtSWEj+nDkUfvU1ymwmYNT1hDz4IK5RUfXyekIIIUR9S99TwIqv9lKcW0mHnhH0TojD08dN77JOSVks5H3wAXnvvY9LSAhR06fh3auX3mU1GhUlxcybPpm81INc88hTdOzVT++S6kROaRWv/rqXxE3phPi48+zVHRjdvSWGRn5Dr6gb9RYaas4kNCRE06KU4s+kPF5fspft6cW0CfFmzKB2DOschVF+mQohxD+zfzksGoOl4DApEU+zq2Igh5PK0DSIuTCY+F5RtOoc7NQzwE/HVl1N3ttvk//xJ7iEh9u7DvXprXdZQjRrldu2kXbf/eDqSsycj/Do2FHvkpqfvGT46Uk48AdEdYfhb0BklwZ7+aKcCg5uz6Oy1ITBaMBg1DC62B8NRgNGF63G8pH1x/b5J/ue812mZbmw8SPY8BFUFkDLS+zhoY5DwSCjkoUQQk/KprBabTWCOUcCObbjv66xXDOwU+t6sw2r1b7eZrHVetxaX89sw3r0uPa6OMfT+O5eLvYAkZ8bXv7uR8NE3n5uePm54+Vv/9rDy/WcusOac3LI//Ajir77DoCAG24g+P77cQ0PO7eChRBCiAZWVWZm9bwk9qzNwi/Uk/63diC6U5DeZZ1W9YEDZIwbR9W27fgNG0bEc5Mw+vvrXVajUZKXQ+K0yZTm5XLdk+Np063x33RWbbHy6eqDvLUsCbNVcVefNjw8oC2+Hq56lyacSIOHhjRN6wZ0V0p9XC8v4AQkNCRE06SU4rfdOby+ZC97skppH+7Dk4Pbc9UFzt2CUgghnI6pAv6YAWveAq8ginv9l925ndm9NpOKYhOefm507BlBfO8oAsKddyb46VRu22bvOpSSQsANNxD27FjpOiSEDspWryb90cdwCQ4m5uM5uMXE6F1S82KuglWzYNVMcPGEQZPh4v/UewhGKUVeehkpW3NJ2ZJLQUY5AEYXw3ldXD0bBoOGwaVmwOjE4FFtISQDRqOGwcWAUbNiKErBkLsdY3UBBk9fDC27YYi6EKO720nHO/o8x3qDi1Zj2XF8g8G+/uhzDI4a7cuNfUyoEKLxU0rZgzmnCNbU7KJzdPmfBGuOBndqrq894HP8ayhsZhs2Wx3/4tDsv5OMjp/Tx4VUT1p/bNm+3bFsNGB0rRFirbHP0d8tR5ZdjgVdTZUWKkpMVBSbHI/VVJSYKC+upqLYhMV88qAAg1E7Fi6qETDy9q8RLjpN9yJzRgZ5739A0fz5aEYjgbfeSvC99+AS5NwXXYUQQjRfSin2bchm1dwkqissdBscwyVDW+Pi5rw3dCilKPr2W7JnvIrm7k7klMn4Xdt0Rmo1hIKMdBJfeg5TZQUjn51My44X6F3SeTlyTfOln3ZxKL+CQZ3CmTS0E61DvPUuTTihBg0NaZo2GJgPVACdlFIFdf4iTkBCQ0I0bTab4ucdmcxcuo+U3HIubOHHU4M70L9DqISHhBDin8jcDgsfg4wt0O4qbFf/l9TD3uxancHBv/NRNkVUuwDie0cS2z0MVyf+w7w2tupq8t56i/xPPsUlwtF1qLd0HRKioZT88guHxz6Le2ws0R99iGuY3NXeoPYvh5+egoL9cGECXDUdfMPr7eVsNkVWSjEpW3M5sDWXkrwqNA0i4wKI7RpKm64h+AV7Ht3XZj3WocFW48KyzXqsm4TN6rhgfORici3r7Y/HjnN03QnHP7b+yPKR13Xse6SGmvuaTNjMFqzKgKL+fgdqBu24ANLxwaIjwSPt6EXpmiGnk/Y9bv3x+xwNUZ0YbHKEqU4Vfjoasqqxr2Y4j65OQjRTSqnjAzdmdYpOOY5gjfnEIM2JnXBqD/KcLsRTs6POieGeug501gxPGk8XrHG1/2w5Ftg59vOoZuDm/EI8jp9nrkd+jjlnV1WlFOZqqyNQVE15cS3hIsdyZZm51n8zN08XR5ioRvciR8DItbqY6oWJmJb8iJuLjeB/307wf/4j3Q+EEEI4leLcSv74Zi9puwoIa+3HgNs7EtLSuW8ENGfnkDlpEuUrV+LduzeR06fhGl5/f383Rdkpycx7eQqapjF6wouEtY7Vu6TzkpRdyouLdrEyKY+4MB8mD4unX/tQvcsSTqzBQkOapl0PfAOkAEOVUgfq9AWciISGhGgeLFYbP2zN4I1l+0grqKR7TABPD+lAr7gQvUsTQojGw2aF9R/A7y/Zvx44CS67n/JSC3vWZrJrdSYluZW4eRhpf2kE8X2iCI3x1bfmf6hy61YyJky0dx268UbCxo7F6CN3dAhRnwq/+YasF6fi2b070e+9i9HPT++Smo/SbFgyEf6eC0GxMPR1aDuwXl7KarGRvrfwaFCostSMwUUjulOQPSjUOQRPX7d6ee0GoxQcWo1a9Sa2pGVYjb7YLroFa/e7sPlGH71wb6sZQjoh5GQ9MZR00nOOhJVqDz9ZHWGqo+NyHOGnMx7PWo8tnTRO3V3phC5O9uCRI8B0pvDTkX1POcauZjcQrcZrnb6TlMERvJKgU9N3JFR4YuDmuI43jsDOyZ1yTnyOOmV3nJPDPacO8dT8uVCnjnTLcYRhaoZpjls+MXDjeoYQj8uJYZ3jAzen7MZT87iOcKGoPzarjcoyMxXFji5FtXUvcixbTCd3L9Kw4VZVjLu1DO+IQALi2+Ad7O0IGNXoXuTn5tRdHYQQQjQdNquNrcvS2LjwAJpBo+fIWC68oiUGJ/9MUfLrr2RNeR5bdTVhzzxN4K23yt8d/1D6rh18/+oLuHv7kDDxJYKiWuhd0jkrrjAz67d9/N+6Q3i7GXlicHtu79kKVycNrQvnUSehIU3T4oDVgAmoBjTADXBTSoVrmhYL7AY2AsOBMCBfKZV3/m/B+UhoSIjmxWy1MfevdN76PYnM4ip6xgbx9JAO9GgtbZaFEOKsFaXaO1IkLYGobnDdWxBxEUopMvYVsWtNBvs352I12wiJ9iG+dxTtLw3H3atxzF62VVWR+9ZbFHzyKS6REUS99BLevXrpXZYQTY5Sirx33yXvrbfx6d+fFrNmYvD01Lus5sFmg02fwG8vgqUS+jwBfZ4EV486fRlTlYXUnQWkbM3l0N95mKqsuLobaXVhMLHdQml1QTBuni51+ppOI2c3rHkbtn8HygqdroPej0GLi/WurFZKqX8QMKrZleT0z6n5da2dnk5z/BPDT7V1kqpPJ3ZMOm0o6bj1tY+zq3303anDT0e6QtU8/mn3dcLgxdFuOacN3JzQNecM3XFOF+I5+t9aLcet7fXqunH7kZGHx4VvHN1xjvx7nRSyOSFYc6wTTs1wT81QT41OOScEeQyneT3p+CXOxum6F5Wm5VK06wCVZWZM7v6YXH2wX1Y43nHdi2p2MPJ3w/vIeDR/Nzy8XJ3uZ5YQQojGIedQCcu/3ENeWhmtO4fQ7+b2+AbV7d+ydc1aUkLWSy9R8uNCPC66iKgZM3CPbaN3WY1OyuaNLJz5Mn6hYSRMegnf4MbZFMBqU3yzIZXXl+yluNLMLZfG8OTg9gT7uOtdmmgkzjk0pGmaq1LK7FjugD0U9HmNXQKA65RSRsc+o4GflVKVmqatAzoDDyqlPqeJkdCQEM1TldnKtxtSeXv5fvLKqrmifShPDWlP55YBepcmhBCNg1Kwcz788ixUFECvR+GKZ8HNC4CqcjNJG7PZuSqD/PQyjK4G4rqH0al3JFHtAhrFRYuKLVvIHD8B08GDBNx8E2FPPyNdh4SoI8pmI3vadAq/+gr/ESOIfGkqmmvjCBY2epnbYdETcPgvaNMPhs6EkHZ1dviqMjMHtueRsjWXtN0FWM02PHxcadMlhNiuobTsGIiLazPqQlCSAevfh78+heoSaNXHHh6KGwwGuXvwfCilULYTwkS1hJBO7OJ0NKxkqzHm7nT71jKq7lThp9pH5B1/3Loe61STwVBjfJyjY9LRMMppwk+1jarTDNrx46lO6qBzfHjMPrrqxIBP3b/ZfxKsOXn92QV5ThnwOV1nHqNBAhCiWaj8+29y33yL0lWrsYXH4HnjHRh7XkFlpTrWvaik2t7V6DTdiwwGDU/HKLQTA0bSvUgIIURtTFUWNvx4gO3L0/D0c6PfTe2J7Rbq9OcYy9etI2P8BCw5OYQ8+CAh998n5z/Owe5VK/j13VmEtopl1Pjn8fJrnCNT1+7P54WFO9mTVcplbYKYMvwC4qOk47b4Z84nNHQ3cDfwFFAA7DoSEHJs7wjsrLnOsd4A/Bt4DIhQSkWd97twMhIaEqJ5qzRZ+WLtQd77Yz9FFWaGxIfz5JD2dIyQX9JCCHFWKgpg6WTY8n8Q2BqGvQFtBxzdrJQiN7WUXaszSdqQhanKin+YJ/G9o+jQMwJvf+e+g8JWVUXu7Dcp+OwzXCMjiZw+De+ePfUuS4hGTZlMZIyfQMlPPxF0552EjX0GTcIT9a+6DJZPh/XvgWcQXDUdOt8IdXCCtaywipSt9qBQRlIRyqbwCXQntlsosV1DiWzrj6G5t9euKoHNn8O696DkMIR2sgduL7oBXBr5WDbxj9hspxhLd1wQ6XQhpGPra+3e5OjQdDbhp5NCVjWOr2zqaKelE8dWHT+C6uTOOYba1tcymup0IR5DLa8lY+OEcB4VmzaR+8ZsKjZuxCUigpAHHiBg1PVobif/TjNVWY7vXnR0PJpjNJpjXWWpqdZgpZuniyNMdJruRX5ueHhL9yIhhGiqDv6dxx/f7KWsoJoL+rXg8pGxTt/R3FZdTe7MWRR8/jlurVsT9eoMPDt31rusRmnr4p9Y9un7RHe6kBHPPIe7l5feJf1jaQUVvPzLbn7+O4sWAZ5MHNqJay6MkL9vxDk5n9DQ+8BdgBHYBnQ5ITTUgROCRCc8vyvwl1KqyfUNl9CQEAKgtMrMp6sP8tGfKZSZLAzrHMWYQe1oG+qjd2lCCNE4HFgJCx+Hgv3Q5RYYMg28g4/bxWyysn9zDrtWZZCZXIxm0Gh9UTDxfaKIiQ9y6gvKFZs327sOHTpEwC03E/700xi8peuQEP+UraKC9MfHUL5yJaFPPknwvffICZL6phTs+Ql+GWsPq1x8Jwx6HjwDz+uwRdkV7N+SQ8rWPHIOlgAQGOFFbNdQYruFEhrjK/+2tbGaYcc8WP0m5OwE30i47AHo8R/waJx3SgohhGielFJUrFtH7huzqdy2DdeWLQl5+GH8hw9Dc/nnlxFsVhuVZWZ7l6LiakfXoloCRmfoXnTKgNGRZeleJIQQjUZ5cTWr/pdE8qYcAiO8GHB7RyLjAvQu64yqdu3i8NixmJL3E3jrrYQ987SMYz8HSinWz/+O1f/7krY9LmPY48/iUktA2ZlVmCy8t2I/H/yZglHTeKh/W+7tF4tHc+rALOrcOYeGHE8OBG4E7gG6nyk0pGna/cB3SqmiM4WKGjMJDQkhaiqqMPHRyhQ+XX2QKrOV67u1ZMygdkQHNb7kshBCNDhzFax8DVbNsl/4vOrlU3axKMwqZ/fqTPasy6Sy1Ix3gDsdL4+gU68o/EOd849oW2UluW/MpuCLL3CNiiJy2jS8e16md1lCNBrWoiLSHniQyu3biXjheQJvuEHvkpq+olT4eSzs+wXCLoBhsyDm3H5uKaXISys7GhQqzCwHIKyV79GOQoEREqY8a0rB/mX28NCBP8DNFy6+A3o+BP4t9K5OCCGEOGtKKcr//JOc2bOp3rUbtzZtCHnkYfyuuabeukke6150YsDoHLsXHelY5O92bESadC8SQoh6p5TCYrJhqrRgqrJgqrQ6Hi0U51ayefEhzCYrPa5pTfchrTC6Ou8NhwDKYiF/zsfkvvMOLgEBRE6fjk/fPnqX1Sgpm40/vvyYTT/9QHzfAVz14BgMxsYTU1BK8eO2DF7+eQ9ZJVWM6BrFuGs6EunvnOe9ReNyXqGhGgc5aRRZzVCQpmkBwOfAMGC6Uuo5CQ0JIZqbvLJq3l+xn/9bdwirTXHTJdE8MjBOfqELIcTZyN4FCx+D9I3QdiAMnQlBbWrd1WqxcfDvPHavziR1Zz5KQcuOgcT3jqJN1xBcnPCui4pNm8iYMAHzoVT73UJPPSldh4Q4A3N2Nmn33IPp4CGiXn8NvyFD9C6pabOaYe078McM+9f9x0PPB8H4z9q322yKrP1F7N+Sy4GteZQWVKEZNKLa+RPbNZQ2XULxDfKohzfQzGRshTVvwc7v7UHbCxPso8siLtS7MiGEEOKsKaUo/e038t58k+qkZNzbtyf0sUfxufJK3boP1uxedNqA0Tl2L/Lycz+6XroXCSGak6NhH0fAx1RlrTX4Y6qyL5srLVRXWjFX2feprrRgdjzndJe4o9oF0P+2Do3iBhVTaioZY5+lcutWfK+5mojJk3EJPL8Ov82VzWplyQdvsfOP3+h29XAG3HFvoxpr/3d6Mc8v3MmmQ4Vc1MKfKcPj6dE6SO+yRBNSV6Gh2roKdQB2AZ7AdqAV8LRS6p1TPafGcz8E7q2xar9SKq7G9hlAvFJqeI11FwKfAnHAHGCscrwJTdOuAN4HQrGHlmbWeF4C8DrgCjyllPqmxraHgclAOXCPUur3s/l+SGhICHE62SVVvLM8mW82pKJpGrddFsND/eMI9XXXuzQhhHBuNiv89Qn89gLYLDBggr17gvHUbepLC6rYszaT3aszKS2owt3bhQ6XRRDfO4rgFs41LtLedegNCr74P1xbtCBy+jS8L71U77KEcErVBw6Qdvc9WIuKaPnuO3j37Kl3SU1b6jpY9ATk7IIO18I1r0JA9Fk/3Wq2kbangJStuRzcnkdlqRmji4Ho+CBiu4bQunMInj6Nqx14o1F4CNa9B5u/AHM5tL0Sej8Gba6otWufEEII4YyU1UrJL7+S99ZbmA4dwuPCCwl97FG8+/Z16tGlNbsXnS5gdKbuRccCRtK9SAjhfJRSWMz2zj5mR6CnutKCubLG8imCP6bKGsGgKivKduZr0y6uBlw9XXDzMOLu6YKrh33ZzdPF/j8PI24ejmVPx7KHY9nTBd8gD6f+3QH272nR3LlkvzIDzWgkYvJk/IYNdfq6nZXFZOKnN/9L8sa1XJ5wK5cn3NJovpc5pVW8tngvczelE+ztxtirOpJwcUsM8ntf1LF6Dw05Og0NA7KVUhtP95wa2zYD44ANjlVWpVSpY1tnYDXQRSmV4ljnDuwBFgFvAO9gH4P2qaZpoUAy8AowD/gf8IRSarkjaPQXcD+wBfgeuFYptVfTtKsc+98EFANfAhcrpfLP9P2Q0JAQ4mykF1bw1rJkEjen42Y0cEev1tzfL5ZAb7lgIoQQp1V8GH5+Gvb+DBGd4bo3IarbaZ+ibIr0PYXsWp1ByrZcbBZFWGs/4ntH0u6ScNw8Th08amgVf/1FxsSJ9q5Dt91m7zrkJSMthTiicsdO0u67D4DoDz/E88ILdK6oCasogN+m2AMnfi3h2leh49CzeqqpysKhHfmkbM3l0I58zFVWXD2MtL4ohNiuocRcEORUP3ubvIoCe/B2/QdQngORXaDXYxA/8rThWyGEEMKZKIuF4h9+JO/ddzEfPoxnt26EPv54ox/xfGL3ooqS6qPj0I6EiyqKTZSXmLBUW096fs3uRV7+bnhL9yIhxFlQSmE1207o6FMz0FMj6HPiPkfX28NBtrMI+xhdDbUHejwdoZ5agz/GGttdcPUwYnRpPN1hzoUlN5fM5yZTtmIFXpf3JGr6dFwjI/Uuq9EyVVbww2vTSN2xjQF33kf3a67Tu6SzYrLY+GzNAd5clky1xcpdvdvwyMA4fD3+WbdnIc7WeYWGNE0LxD52bBfwzKlCQ46vfQCTUsrk+HoUMPfE0JCmaR5ALhCmlKo8YZsBWAMsUUpNrrF+JPABEKOUqtY0rSvwtlKqj6ZpY4A7lVJda+yboJS6XdO0N4DWSqmRjm1jgBCl1CRN0xYAB5VSYxzb3gB2KKXmnOn7IqEhIcQ/cSCvnNm/7eOHbRl4u7lwd5823N23DX7yy18IIU5NKdi9EH5+xn7xs+dD9s5DbmduLVxZZmLf+mx2rsqgMLMcF3cj7S4OI75PFOFt/JziThNbZSU5s2ZR+H9f4tqyJVHTp+F1ySV6lyWE7srXrSf94Ycx+PsR8/HHuLepfUyhOE9KwbZvYclEqCyCyx+CK8aB++k7tFWWmTiwLY+Urbmk7y7EarHh6etKmy6hxHYNpWWHQIyuTfsEr9MzV8H27+yjy/KTwD/G/u/b7V9n/PcVQgghnIUymSiaP5+8d9/DkpODV8+ehD72GF7dT38zSVNgqrIcDRGdqntRhaN7UW2XeNw8jMcFirxP6F50JGAk3YuEcF5KKawW28mdexwdfaod648uH+n0U2U9qeuPzXoWYR8XwwkBHyOuHi64H1k+seuPpwvunkZHB6Bj4aCmHvapCyVLl5I1eQq2igrCnnqSwNtvb1QjtJxNZWkJ8195nuyUZK5+cAzx/QbqXdIZKaX4fU8OL/20mwN55VzZMYxJw+JpE+L84/RE43bOoSFN02KBX7CPHfsMuPcMoaFcoOZwPQ04rJQ6rqe5pmmXA4uxB4eigBXA/UqpVE3THgJeBR4D8oDFjpDQFOydh0Y5jqEB+UqpIE3TPgUKlVJPOrZFAr8rpTppmrYc+F4p9WaN156slLpG07QDwONKqR8d224B+imlHjzF9+M+4D6AmJiYiw8dOnTa758QQpxoX3Yps5bu45cdWfh7unJfv1ju7NUab3e581cIIU6psgh+ex42fWq/8DlsFrQbdFZPVUqRfaCEXaszSPorB0u1lcBIb+J7R9KhZ4RTjMqp2LiRjAkTMaelEfivfxH2xBjpOiSarZIlS8h46mlcW8UQ8/HHuIaH611S05S7D356Eg6uhJaX2H+uRlx0yt1LC6pI2ZpLypZcMpOLUAp8gzyI7WYPCkW09Ze22c7IZoN9v8DqNyFtHXgEwCV3w6X3g6/8f0sIIUTjYKuqoui778j78COs+fl49+tL6GOPSydKwGZTVJaaagSManYvsn99JHhkrqV7kWbQ8PJ1tQeMTtG96MjYNOleJMTZs3f2sZw8mus0I7tO2qfy7MI+BqN2diO7aoSBjnb1OdLhx91FbvxoANayMrKnTaf4++/xiI8n6tUZuMfF6V1Wo1ZWkE/itOcoys5k2JhxxPVw/q6EyTmlvLhoN3/uy6VtqDfPDYunf4cwvcsSzcT5hIbuBaYAw4FKYCfQGnsYCCAOWFojNPQ4YACqATNQBfyllNp9wnHvBu4FHgcKgFmAKzAaOABkAfOBfoCf4/FFAKXUUzWOkwu0B+YAK5RSbznWewMZSil/TdM2Ac8rpRY6tl0AfK2U6qJpWj7QXyn1t2PbUOA+pdSI035jkE5DQojzs+NwMbOW7mPZnhyCvd14sH9bbu/ZCg9X+QNcCCFO6dBaWPg45O2Fi26Aq14Gn9CzfrqpykLyphx2rcog+0AJBqNGmy6hxPeJJLpjkK53WNoqKsiZOYvCL7/ENSbG3nWox0mf34Vo0grnziVryvN4XnQR0R+8jzEgQO+Smh5zJax8HVa9AW5eMOgF6H4H1HJXY0FmOSlbczmwNZecQ6UABEV5E9vVHhQKifZxiq5t4iylbYDVs2HPT2B0gy43Q69HIaSd3pUJIYQQZ8VWUUHBV1+RP+djbMXF+A4eRMgjj+LRob3epTUKJ3YvOlXA6B93LzohYOTpI92LRONltdhOPbKr1oDP8cEfe9cfCzbLPwj7HBfiOVXw5/h9XB0df9w8JOzTWFRs3EjGs+MwZ2URfN+9hD70EJqb/jcyNmZFWZnMfWkSlaUljHzmOWIu7Kx3SadVXGlm9m9JfLH2IJ5uRsYMas+/L2+Fq1H+PywazvmOJwtQShU5ugrtBmo+SQNUjdCQn1Kq5BwKjAEOAv8B3sM+gixP0zQX4G/gLezdjqxKqQk1npcG9ARmAsuUUh861huBKqWUq6Zp64HnlFJLHNvaAr8qpdppmpYN9FVK7XNsuxIYp5QafKaaJTQkhKgLm1MLmblkH6uS8wj3c+eRge24qUc0btLGUwghamephlWz7Be9Xb3gqmnQ9Tb4hxeu8w+XsXt1JnvWZ1JdbsE3yINOvSPpeHkkvkEe9VT8mZWv30DmxImYDx8m8F+3E/bEExg8PXWrR4iGoJQi/6M55M6ciXffvrSc/YZ026oPycvgp6eg8AB0vgmGvAQ+x+5mU0qRc6j0aEehouwKAMLb+B0NCgWEy79Lo5eXDGvfhq1fg9UEHa6F3o9BTE+9KxNCCCHOirW0lILPv6Dgs8+wlZfjd801hDzyCO6xMtK2LtTWvcg+Iu3cuhfZOxU5wkYndDJyle5Foo5YrTbMlfaxXKcd2XVcp5+TA0BWi+2Mr2UwaEcDPceN7zrNyK7aOvwYXQxyE0YzYDOZyJ09m4JPPsU1OpqoGa/g1a3pj9msb7mHDjBv+mSsViujx79ARFvnvRnGalN8uzGV15fso7DCxM2XxPD0kPYE+7jrXVqdM9vMpJWmcaD4AKWmUkbGjdS7JHGC8woN1TiIL3At9i5C1YARcAPclFLfOvbZDPgDC4BEpdTaszy2B/ZORpOAIUqpK2ps+w44DGQDcUqpe2tsKwLaYe9ClK6UmuZYH4B9LJq3pmm/AF8qpb5ybOsKfKWUukDTtN3APUqp1Y5tI7GPYBt6ppolNCSEqEtr9+fz+pK9/HWokJaBnjx2ZTtGdWuBi6SMhRCidrl77V2HUtdCm34w7A0IbvuPD2M120jZlsuuVRmk7ykEDWLig4nvE0nri0J0mcVuKy8n5/WZFH79Na6tYoiaPh2viy9u8DqEaAjKZiPn1f9S8Nln+A0dStTL0+Vuu7pWmgW/joed8yGoLQybCbH9AbBZbWQkFx/tKFRWWI1m0GjRPoDYrqG06RKKT2DTO5ElgLJc2PAhbPwIKguh5aX28FCHa8EgF/CEEEI4P2tREfmffErB//0fqroa/xEjCHn4IdxattS7tGbjaPeiE7oVlZ9j96JTBYyke1HTdSTsU+sor+M6/NQM+tToAuTYZjWfOeyjGbSTR3bV2uGnxvpaugAZXSXsI85O1d69ZDwzlup9+wi46SbCxz6Dwdtb77IavcN7d/P9jOdxdfcgYeJLBLeM1rukU1qXks8LC3exO7OES9sEMWV4PBdE/T979x3W1nm/f/wtIQmQ2CCGQBiwMXgvbJazV7OatlldadpmN4mTtGmbvRNnNMtJmqRp++38tVnN3jsxwza28cKAbQyIPQQIJITGeX5/CGTwiBcgwM/runxJgiPpUWKDdM597k9koJd11Lqd3ey27aa2p5bdPbv91xt6G/AIDwAGrYGSH5XIn5cTzKiEhg7hSdTAJcApwJlADFAHnCuE2LbXts/hG2v25uDtk4DP8DUNXSeEWDps21LgVWAjsEoIMXfw6+lABRAGXAr8QAhxzrDHe1EIMVOlUt0HxAghrhv83i+AHwkhTlepVP8ANgsh/jD4vXuBJCHElQd7vTI0JEnSaBNC8PWODh7/uIrNDT2kxxm48dRMzp1vQj3BPxhbbBZe2PwCwUHBJBoSSdAn+C8TDAmEamRLhiRJY0BRYMPf4ZO7wTsAJ/wOClZAkPaIHs7W0c/24ma2Fzdj7x4gNFxLVl4SswuTiE4c/w/19tI1vtahpiZifnYJxhtvlK1D0pQi3G6a77yLnjffJPonPyHh9ttQ7WdMlnSEFC+U/RU+u8/X0nbcb6DwBjxosWzvoqa8ndpNHTjtboK0alJnx5CxyEjavDhCDEf2c1SahFx22PhvX/tQd50vWFZwHSz4EWjl7xxJkiRp4vN0dtL5p5fo+s9/EIpC1AXnE3f11WgTEwO9NGnQiPYimwtHz4A/aGQ/wvaiEQEj2V407hSvMqylZz+BnuEju/o9gw1A3n1afzyHGvY56Miu4UEfDdrQPeO7tIPbaWTYRxonwuvF+n//R9vTqwiKjCTpgfsJP/HEQC9rSqgtX89bTzxEWHQMF97xIBHG+IPfKQAauhysfL+S97Y0kxwVym1nzeKseYmT6meQR/HQ0NtArc0XDPJf9tTSNdDl306r1jItYhrpkemkRaSRHpnuvx6mCwvgK5D2Z1xCQ3s9YRC+VqKfAD8VYjBWtuf7VwK/Aa7G11b0DFA8+LUa4FbgbeAHwKNANtAANAE3CiH+n0qleglIFEKcq1Kp4vAFlM4ESgbvu1MIcb1KpVoAfA3kDj7GN/iahx5XqVTfBZ4FhkJK64EbhBCvH+w1ytCQJEljRQjBJxWtPPFJNZUtvWQlhHPTaTM5Y07ChHxTsa5lHTd9eRMur4vgoGC6B7r32SYyONIXINorTOS/rk9Ar5XjLiRJOkK9LfDB76DiLYifA99dBSn7vPc9ZIoiqN/WyfaiZmo3d6AogqQZkcwuNDF9cTza4PHbCelrHXqcrv/3H3TTppG0ciX6xbLGWJr8FKeTxhtvou/LL4m7/jrifvWrCfk+Z9JqKod3b4KmDZBxIq5T/kBtUzg1Gzuo39aJe8CLLlRD2rxYMhYZSZ0dO64/26QJyOuB7W9D8Spo2gj6OMi9CpZeDvqYQK9OkiRJkg7K3dpK54sv0vXqa6hUKqJ+eDFxV1yBxmgM9NKkw3Cg9iL/iDTZXnRUFEX4Az3uwfCOb4SXL/gzMHT9AI0+Q1/3uA4h7KNiZKgnRDM4zisI7X6bfPYzykuGfaRJxtXQQNMtt9Bftp7w004j8b570URHB3pZU0JVyWref+YPxJpTOf/WezFETbz/rg6Xhxe+quHFr3ahUsE1J8zgyuMzCJ3AgdaegZ4RgaChgFB9bz0eZU+8IzYklrTItH3CQSaDiSDZVjxpjHto6GBUvt/wfwAuB9zAv4DbhRB2lUpVOPi9BUAL8OthjUTfBf4DOAABnCiEqBj83tXA04Ad6AbyhRCtg997EF8gyQVUA8cJIfoH1/EPfOEkFb62o++KQ/gPI0NDkiSNNUURvLelmSc/raam3c7c5Ah+c1oWJ2YZJ8wHpderX+eB0gcwR5h57uTnMEeYcXqctDnaaLG30OpopdXR6rtu33N9eBJ5SIQuggTDXsGioeuGBBL1iTJYJEnSt6t8H977DfQ2w7Ir4ZQ7ITj8qB7S3jNAVWkL24ub6W51oAsJInNpArOXmzCmho/bz2N7aSnNt9/hax269FKMN96AOiRkXJ5bkkab12bD8qtf0b9+A4l33Un0j34U6CVNHU4bfPEQrH0Rhy6d3en3UtNupqGqC8UjCI3QkbEgjoyFRpKzogMyglGa4ISA2tW+8NCOj0Grh0U/hfxrITot0KuTJEmSpINyNTTS8fwf6XnzLVQ6HTE/+TExl10mD9pOMYoicPa5sQ9rLfKPRxu6Pvj1g7YXfVvAaIK0FymK8Lf07Hdk14gRX56RLUDDWn88+/lvsQ8VI0M83zqya3jQZ+RtjU6GfaRjhxCCnv+9QeuDD4JKRcKddxB53nny38Ao2fzZR3z60nOYsrL53u/uIsQwsRpshBC8vamJhz+opLnHyXcXmLjlzGxMUROjvdereGnqa2K3bbdvnNiw5iCr0+rfTqPWkBqeOiIYlBaZRlpEGpHBk3+smjTGoaHBViGDEMJ21A92aM+XCCwBSoUQnXt9Lx1fK9E3Qoi+vb43G0gGvhJCuPb63lLAMPi9Q/qPIkNDkiSNF49X4a3yJp76rBqLtZ/FqVHcfHoWBTPiArYmr+Ll8fWP88+Kf1JoKuSxEx4jXHfoB+YHvAO02dtocbT4w0X+kNFguGj4m5Uh4brwPS1F+sT9Xhq0ci6wJB3TnDb4/H5Y+xJEmODsxyHrzKN+WCEEzTt7qChqYtf6NjxuhdiUMGYXmpi5LGFcRvl4++y0Pf4Huv/zX3RpaSStfAj9Itk6JE0unvZ26q+4koFdu0h+5GEizjor0EuaGoSAirewvfMoNZ0Z1GjPo6UrFiEgIi6EjIVGMhYaSciInPBjb6UJpLUCip+BLa+C8MLs83xjQJMXB3plkiRJknRQrtpa2p/7I7Z330Wt1xNz6aXE/PxSgiIiAr00aZy5nB76ewfDRAdqL7K56Lftv71IGxI0bBTa/saj6dBHBO+3vUhRBO6BAwV99tx293sZcPpGdrn2Ew7aX/BpH0NhH3+oZ2TQRxuqGTGyy399MOgTHOr7ujY4SAYdJOkweDo7ab7rbvo++wz90qWYHl6JNjk50MuaMta9/Tpf//v/SF+4hHN/fSva4Il1EuXWxh7ueXsbZXVdzDFFcM9357A0LTBtvX2uPn8YaHgwqM5Wh1tx+7eLDo72B4LSI9L9DULJYclo1JqArF0aH2MdGjoXeBPIFELUHPUDThIyNCRJ0nhzexVeLWvgmc930NzjJD8jlt+cPpOccX4D0ufq43df/45vGr/hp7N+ym9yfjMmbyQGvAMjG4vsrfu0F+03WKQN9zUWDQWJ9jMSTQaLJOkYYFkH76yAtgqY/T048xEITxyVhx5wuNmxrpWKomba63sJ0qiZvtjIrEITyZlRY15xbi8p8bUOtbQQ8/OfY1xxvWwdkiYFV3099Zddjqezk5RVqwhbXhjoJU16QgisVTuoeeN/1DTG0uGZDkBschgZC+PIWGQkNjlM7vSXjo6tCUqfh/V/gwEbpB3nCw9lnuabOyFJkiRJE9jAjh20P/MsvR9/jDoykthf/IKYS36K2iD3DUkjDbUXOWwDBwgYDfhHp7mdB24v0oVq9oSB9rPdvncEXbAv4DM0vmtolNfhNPxodUHH5Mg1SQqk3s+/oPnOO1FsNow33UTMzy9FpZaNvqNBCMHq//ydtW+9Rlb+cZx53a8J0oz9SZuHqqNvgD98VMXLZRZiDTp+e0YWFywxEzTGP4cVodBsbx4xTmy3zXe9vb/dv12QKghzuNkfCEqPSPc3CEWFRI3pGqWJa1RCQyqVKgyoAM4VQmwa9vVTgY8BsxCicRTWOynI0JAkSYHidHv5z9p6nvtiFx19A5yYZeQ3p2UxL2Xs6wEtvRau/+x66mx13Jp7KxdlXTTmz/ltXF7XAUehtTh8l53Ozn3uF6YNGzH6bH8j0cJ0E6viUpKkI+Bx+carfPUoaELg9Ptg0c9gFD+8t9f3sr2oiaq1rbj6PUQYQ5ldmER2fhKGyOBRe569efvstD32GN0vv4wuPR3TyocIXbhwzJ5Pko6Ws7KS+suvALcb859eJHTBgkAvadISiqC1zkbN+hZq1uyip9cXGkw0OshYPoeMxQlEGuVIV2kMOG2+4FDp89DbBPGzoeB6mHsBaHSBXp0kSdIxz+lxsrl9M9Eh0cyImiFDw3txVlTQvuoZ+r78kqCYGGKvuILoH/1QnoAhHRH3gHevcWguHIOhIpfTMyzQMxj0+ZbgjzZYhn0kabLx9tlpe+Rhul99jeDsbEyPPEJI1sxAL2vKUBQvn/35eTZ/9iELTjuTk395NWp14EdFArg8Cn8vrmXVZzvod3v5RWEa15+SSUTI6AaaHG6HPww0vDmozlbHgHfAv12ELsIXCtprpJg5zIw2aOKErKSJYbRCQ0GAG5gnhNg27OsnAJ8DCUKIjlFY76QgQ0OSJAWaw+XhHyV1vPDVLrodbs6Yk8BNp80kO3FsapbXt67npi9uwiu8PHHiE+Qm5Y7J84w2t9ftDxQNDxMNH4nW2d+JYOTvRIPWsG9LkX5kyChMK8/cl6RJoXMXvHMD1H4D0wrhnKfAOLof5D0uL7s2tlOxuommHd2o1CqmzY1l9nIT0+bEoA4am7OM7MXFNN1xB56WVmJ+8XOMK1agDh67sJIkHQlHWRmWa36F2mAg9c8vETxjRqCXNOl4vQpNO7qp2djO7vJ27D0u1HhJ1m0mY5qD9IsuwWBOC/QypWOFxwVbX/eNLmvbBuEmyLsalvwcQsb+RAZJkiTJRwhBra2WosYiVjetpqylzH8QKTYkltykXPKS8shNysUUZgrwaieO/vJy2letwl5cgsZoJPbqq4i68ELUOhmAlSRJkg7OsWEDTb+/BXdDA7GXX0bc9dfL3yGjyOtx8/6zT1Bd8g3Lvnchy3/4swlzDOaLyjbuf7eCmg47J2fHc/vZs5huPPKTzxWh0GpvZbdt957moMHrbY42/3ZqlZqUsJR9gkHpkelEB0dPmP8+0sQ3auPJVCqVAmQLIaqHfW0oNGQUQuw7J2aKkqEhSZImil6nm7+uruXP39TQ5/Jw7nwTN56aScZRvFnZ2xs73uC+0vtICUvh2VOeZVrEtFF77InA7XXT1t+2T5ho+Ei0jv6OfYJFeo1+n9Fnw9uKEgwJhGvD5Zs2SZoIhICN/4KP7wC3A467GZbfNCbNCN2tDrYXN7G9pIV+mwt9pI7s/CRmFyaNSfuHt6+Ptkcfo/uVV9BlZPhah2SLizRB9H7+BY033YTWZCL1L39Ga5IHrA6Vx+WlvsLK7vJ2dm/uYMDhQaNVkRrTQIbzVaYZmwk59z7IOjPQS5WOVULAzs+g+GnY/TXowiHn55B7DUQmB3p1kiRJU1Kfq481LWsobiymqKmIxj5f8X9aRBqFyYXkJ+VjdVopbS5lTfMaf/uyOdzsDxAtS1xGdEh0IF/GhGBfu5b2p1fRv349GlMSxl/9isjzzkOllWflS5IkSfsSLhftzz5H5599+zZMjzyMfsmSQC9rSnEPOHn7iZXUlq/n+J/+kqXn/iDQSwJgZ1sfD7xXwZdV7WQYDdx5zmxOyoo/5Pv3e/qps9XtM1KszlZHv6ffv124NnzPOLFhASFzuBldkAymSUdvtENDWUKIHcO+NhQaihNCdB3tYicLGRqSJGmi6Xa4eOmbGv6vA2LNQAABAABJREFUqBan28sPFqdwwymZmGOO/AC1V/Hy1Ian+Nu2v5GflM8fTvwDEbqxaTKa6NyKm3ZH+z5houEj0dr72/cJFoVqQvcbJhreYhShi5DBIkkaL31t8OGtsPU1MGbDuU9Dat6YPJXXq1C3pZPtRU3Ube1ECEjOimJ2oYmMRUY02tGt1e1bXUTznXfiaW0l9pe/8J3pJFuHpADqfuNNmu+4g5BZszD/6UU0MTGBXtKEN+BwU7ulk93l7dRt68TjUgjWa0ibF0tG5HbMVbejdXdA/rVwwu9BZwj0kiXJp6ncNxJ025ugUsG8C32jyxLmBHplkiRJk5oQgqquKlY3rqaosYjytnI8woNeoyc3KZflycspMBWQEp6y3/vu6t7lDxCta12H3W1HhYrsmGxyk3LJTcplcfxi9Npjc7SpEAJ7UTHtTz+Nc8sWtNNSMV57LRFnn40qaGKMQZEkSZICz1ldTdPvb2Fg+3YiLzifhFtuJShMfh4fTU57H288ch/N1ZWcduV1zDv59EAviZ5+N898toO/FdcSqg3ihlMz+Vl+GjrNvo3yQgjaHG37HSnWbG/2b6dChSnMtE8wKD0yndiQWHmcSBpTRxQaUqlUs4A/AC7wHwH9HvAp0Dds0zigEPhgcNvhNECoEOK0I138RCVDQ5IkTVQdfQO88OUu/lFah6IILl5q5rqTZ5AUGXpYj2N32/n917/nq4av+FH2j/jd0t+hUWvGaNVTg1tx0+Ho8AWJBsegjWgtcrTQ0d+BIpQR9wvVhPrbioaHiYZfymCRJI2y6o/hvV9DjwVyLoNT7x7TkSp9XQNUljSzvbgJW4eTYL2GmbmJzC5MIi4lfNSex9vbS9ujj9L96mvopk/3tQ7Nnz9qjy9Jh6rz//5G2yOPoM/PI+WZZ+XOtG9h7xlg96YOdpe301DVheIV6CN1ZCwwkrHIiCmqlaAPfwN1RWDOhXOelEEMaeLqqoPSP8KGf/ia/WacCgUrIP14X5hIkiRJOqguZxclTSUUNRVR3FRMR38HANkx2RSaCilMLmShcSHaoMNrxPEoHrZ1bqO0qZQ1LWsobyvHrbjRqDXMj5tPnimPvKQ85sbNRas+ttp2hBD0ffEl7atWMVBZiW76dIzXX0/46aehUo/NqGlJkiRp4hOKgvXv/6D9ySdRh4WR9MD9hJ98cqCXNeXYu7t4/aG76GywcPaKm5mZtzyg6/EqglfKLPzhoyqsDhc/XGrmN6dnERcWjNPjpM5WR62t1h8KGmoQcngc/sfQa/R7xohFpPuvp4anEqIJCeCrk45lRxoaWgD8C18QaOjo5hJgG+Actmk4kAlsBjzDHwJfaEgvhJh5NC9gIpKhIUmSJrqWHifPfbGT/66rR6VS8dPcaVxz4nSM4QdvnWjsa+S6z65jd89ubll2Cz/M/uE4rPjY4FE8dPR3+MNEe18ONRYdMFj0LeGiyOBIGSySpMMx0AdfPARrnoewBDjrMZh17pg+pVAEDdVdbF/dxK7ydhSPIH5aOLMKTcxcmoAudHTCmX3frPa1DrW1EXvZZcRdf52cry6NCyEE7U88SedLLxF+xhmYHntU/t3bj572fmrK29ld3k5zTQ8IiDSGkrHQFxRKSItA5emHrx/ztbfowuC0+2DRJSAPXEmTgcMKZX+BNS+CvR2SFvjCQ7O/B0HyRARJkqThPIqHrR1bKWoqoqixiK0dWxEIooKjyDflU2gqpMBUgFFvHNXn7ff0s7Fto7+JaHvndgQCvUZPTmIOuYm+JqLM6EzUqmPj/YdQFHo//pj2Vc/gqqkheNYsjCuuJ+zEE+X+FkmSpGOMu6mJpltvw7FmDWEnn0zS/fehiY0N9LKmnJ62Vl578A76uqycd/MdpM1fFND1rN1t5Z53trK9rZFZqU5OW6DGpWrxNwg19TWNmDZhMpj2jBSLSPdfN4Ya5XsHacIZ7fFk2UKI6mFfOxH4DDAKIaxHt9TJQ4aGJEmaLCxWB898voPXNzSiC1JzaUEaVx2fQbRh/wfwNrZt5MYvbsStuHn8hMfJN+WP84qloWDR8NFnI4JFjlbaHe14hXfE/UKCQvYJFO09Ei0qOEq+WZWkvTVugHdWQMsWyD7HFx6KMI350zr73FStbaFidRPWJjsanZoZS+KZXWgicfrRhwC9vb20PvIIPa+9jm7GdEwrVxI6b94orV6S9iU8HlruvZfuV18j6uKLSbzrTjnWYZAQgs5GOzXl7dSUt9PZ4CvvjTOH+YJCC43EmAx7/t3v+ATe+w1018GCH8Pp94MhLoCvQJKOkNsJm/8Lxc9A506ISoW8a2HxJXK8niRJx7RWeyvFTcWsblxNSXMJva5e1Co18+LmUZhcyHLTcmbHziZIPX7vpXoGeljXss4fIqq11QIQExLjDxDlJuXudxTaVCO8XmzvvUf7s8/hrq8nZMF8jCtWYCgokPtUJEmSpjghBLa336bl/gdAUUi4/TYif/AD+fN/DHQ21PPag3fiHnDyg1vuwTRz1rg+v8vrot5Wz27bbja37uCDyk00OSwEBbeDek9/SqgmlLSItBGtQemR6aRGpBKqObwJH5IUSEcVGlKpVCFCCOfg9f2Fhk4APkeGhiRJkia03R12nv60mrc2NWHQabhseTqXHZdORMieyum3dr7FvSX3Ygoz8czJz5AemR7AFUvfxqN46Ozv3KelaGgsWqujlTZH2z7BouCgYH9bUaI+cd+QkSGB6OBo+SFIOvZ43b5xKl+sBLXGN64s57JxafQQQtBW20tFURM71rXiHvASnahnVoGJrLxE9BFH19LS9/XXNN95F56ODmIvv5y4a38lm1+kUacMDNB08830fvIpsVdfhfGGG4753yVCEbTstvmDQrb2flBB0vRIf1AoIm6vnUu2JvjwFqh4C2IzfaPI0o8LzAuQpNGkKFD1vq85y7IGQqJg6eWQexWExQd6dZIkSWPO5XWxoW0DRY1FrG5czc7unQDEh8ZTmOwbOZaXlEdk8NiNTD5cLfYW1jSv8YeI2vvbAUgOSyYvyTfKbFnSMmJCYgK80rEj3G6633yTjj8+j6e5GX1ODsYbVqBfujTQS5MkSZLGgKeri5Z77qX3o48IXbIE08Mr0ZnNgV7WlNSys5rXV95NkEbD+bffjzE1bUyeRwiB1WkdOUps8LKxr3HExAfhjiTZMI3CabOYEZ1BWmQaGZEZxOvjj5nWRWlqO9rQ0PXAJcATwL+BWTI0JENDkiRNXtWtvTz5STUfbG0hMlTLVSdk8LP8VF7a+hx/3fpXcpNyefyExyfUjirpyHgVL53Ozn3CRMNDRm2ONjzCM+J+OrVuv2GioZBRoiFRBoukqctaA+/eBDVfQsoy+O4qiB+/s1xcTg8717exvaiZlpoe1GoV6QvimLXchHlWDGr1kf2789pstD78CD3/+x/BmZkkrVxJ6Nw5o7x66Vjl7euj4drrcKxZQ8JttxLzs58FekkB4/UqNFV1s6u8nd2b2nH0uFAHqUjJjiZjoZH0Bcb9BwEVL6x9CT5/ABQ3HH+zb5ST5uBjZSVp0qlf4wsPVb4HQTpY+CPIvx7iZgR6ZZIkSaPKYrOwumk1RY1FrG1ZS7+nH41aw5L4Jf6gUGZU5qT4bC2EYHfPbkqbSyltLqWspYxedy8AM6NnkpeUR25SLjkJOei1+gCvdvQpLhfdr7xKx4sv4G3vwFBQgPGGFYQuWBDopUmSJEmjpO/rr2m6/Xa83T0YV1xP7C9/KduTx0j91s28+dj96CMiuOD2B4hKTDrqx3R73Vh6Ley27fYFg3pq/SPFbC6bf7vgoGBfa1BEGm5nHMWVajq7ozgjcy53nL2I5CjZHCRNXUcbGrobuBRIG/zSS8DjQ8GhYePJEoUQ7aOz5IlPhoYkSZrstjb28MQn1XxeZSEy9VUU/VbOn3Eht+ffilatPfgDSFOCV/FidVpHhIn2Hol2oGBRvD5+xOizvQNG0SHRMoEvTU5CwOaX4cNbYaAXlt8Ix90M2pBxXYa1yU5FcRNVpS04+9yERQczqyCJ7IIkImKP7ANs31df+VqHOjuJveJy4n4lW4eko+Pp7MRyxZU4q6sxPfQgkd/9bqCXNO7cA17qKzqpKW+nbksnAw4PGp2aaXNjyVhoZNq8OIJDNQd+gMYNvrBiczlMPxnOfhxiMsZt/ZIUMB07oeQZKP8PeF2QfbYvLJeaG+iVSZIkHRGH28G6lnWsblxNUVMRll4LAClhKSxPXs7y5OUsTVw6JUI1HsXD9s7t/haijW0bcSkuNCoN84zz/CGi+XHz0QZNnX1MSn8/Xf/5L50vvYS3q4uwk07CuOJ6QmaN7zgVSZIkafQoDgetjz5K939fJjgzE9Ojj8if62No57pS3n36EaISkrjg9vsJi4k9rPt3O7tHBoMGm4MsvZYRUxfiQ+N948Qi00mLGLyMTCPJkERFUy/3vVPB2lors5MiuOe7c1iWPnWbEyVpyFGFhoY9SCbwY+AKIAn4CF8D0WLgQyBFCNE8KiueBGRoSJKkqaC5r5nLPrwGS18NztZzifGexPUnZ3JRjhmdRoY9JB9FKFidVn+YaKi1aHh7UaujFY8yMlikVWv3BIv2bisavIwJiZHBImnisnfCR7fB5v9C7Aw492lIWz7uy/C6FXZv7qCiqAnLdl+xp3lWDLMLTaTPjyNIe3j/hrw2G60rH6bnjTd8rUMPryR0jmwdkg6fu7GR+l9ehru1lZSnnyLshBMCvaRx47S7qd3SQc3GdiwVVjxuhWCDhvT5cWQsNGKeFYNGd5AzEp09vmahtS/5xjN9ZyXM+QFMgrYBSRpVfW2w9k+w7s/Q3wXmXF94KOuscRkTKkmSdKSEEOzo3kFxYzGrm1azoXUDbsVNqCaUZYnLKDAVsDx5OakRqYFe6phzepyUt5dT2uQLEVVYK1CEQqgmlCUJS/whopnRM6fEPgBvn52uf/2Tzr/+H4rNRvgZZ2C8/jqCZ8jWPEmSpMmkv7ycpt/fgqu+npif/xzjjTegDpaNv2Nl21ef8dELT5OYkcn3b72H0LDw/W7nUTw09Dbsd6RY90C3fzudWkdqROqIYNDQ9TBd2D6P29E3wOMfV/HfdRai9Tp+e0YWF+WYCTrCZndJmmyOKDSkUqnUwP3ASiFE37Cva4GrgLOEEGepVKqzgf8C84QQtaO9+IlKhoYkSZrsytvKueGLG3B73fzhhD+AcyZPfFxNWV0XKdGh3HBKJt9flIwmaPLvzJHG3lCw6EChoqEWo72DRRq1xhcoOkCoKNGQKINFUuDt+hzeuRG662Dxz+C0+yA0OiBLsXX2U1nczPbiZvq6BggJ05KVl8jsAhMxJsNhPVbvl1/SctfdvtahK6/AeM01qGTrkHSIBnbsoP6yy1GcTswvPI9+8eJAL2nM2bsH2L2pnV0b22mq7kZRBIaoYDIWGslYGIcpMwr1obxvEgK2veFrM+trhWVXwMl3QIgcDSsd41x22PgvKHkWuut9gd3862DBj8a97U+SJOlAegZ6KG0upaixiKLGItr62wCYETWD5cnLKUwuZHH8YnRBx/b7apvLxrqWdb4QUcsadvfsBiA6OJplScvITcolLzGPlPCUSTGe7UC8NhvWv/0N69/+jtLfT8S552C89lp006YFemmSJEnStxBuNx3PP0/HCy+iSUzA9PDDGJYtC/SyprQN77/FF39/idR5Cznv5tvRhYTSM9AzMhg0OFLM0msZcRwhNiTW3xSUHpHubxAyGUwEqQ8+Qs7lUfhHSS1Pf7aDfpeXSwvSWHFKJpGhU6cNUZIOxZGGhn4K/ANoBx4BXgGUw3leQAOEANXicGqNJgEZGpIkaTJ7Z9c73F18N4mGRJ495VkyIn0jMIQQfFXdzuMfV7OlsYeMOAM3nJrJufNNqGXaWjpKilDocnbtN0zUat9z3a24R9xPo9YQH7pXY9Hg9aHL2NBYGSySxpbLAV89DMXPgj4WznwE5nw/YI0giiKwbLeyfXUTuzd1oCiCxIxIZhUmMWNJPLqQbxmFNIy3p4fWh1bS89ZbBM+cSdLKh2TrkHRQjo0bsVx9DWqdDvOf/0xI1sxAL2nMdLc5qClvp2ZjO627bQBEJegHg0JG4qeFozqc90jWGnj/t7DzU0icD+c+BclLxmbxkjRZeT2w/S0oWuUb22cwwrKrYOlloJeV8ZIkjS+v4qWis4LVTaspaixiS8cWFKEQrgsnPymf5cnLyTflk2hIDPRSJ7RWeytrW9ZS2lxKaXMpbQ5f2MpkMJFnyiM3MZdlScuIC40L8EqPjKerC+tf/oL1X/9GuN1Efv97GK+5Bm1ycqCXJkmSJO1lYNcumn73e5zbthH5ve+RcPttBIXvv/FGOnoer4dP/t+fqHj3fXTZyXSeksBuex21tlqsTqt/O41aQ2p46oi2oKGgUIQu4oif/8uqNu57t4KadjsnzDRy5zmzmRG/bwuRJB0Ljng8mUqlOh7fOLKLgYNH9Q7MKISwHnyzyUOGhiRJmowUofDsxmd5actLLE1cyhMnPEFUSNQ+2wkh+KSilSc+qaaypZeshHBuOm0mZ8xJmNRngEkTnxCCroEu/yi0EcGioev2VlyKa8T9NCoN8fp4EgwJI8JEw1uLYkNiD+nMA0n6Vs2b4O0VvoOYmWfA2Y9DlDmgS3LYXFStaWF7URNdLQ60wUFkLk1gdqGJ+LTwQ/q53fv5F7TcfTeeri7irrySuKuvkq1D0n71ffMNDStuQGM0kvrXv6BLSQn0kkaVEIKOhj5/UMjaZAfAmBruDwpFJ+kP//2QZwCKV8HXfwC11tcstPRyCDq0gJ90aDxe33lOsilzihACar/xhYd2fgJaPSy6BPJ/BdFpgV6dJElTWEd/h69JqKmIkqYSuge6UaFibtxc/8ixuXFz0ajl7/EjIYSg1lbLmuY1lDaXsrZlLb2uXsDX2JSXlEdeUh5LEpbsd7TIROZpb6fjTy/R/d//IoDoCy8k9qqr0CbEB3ppkiRJxzyhKHT969+0Pf446tBQEu+7l4jTTw/0sqaMXlcvtT21/tYgX3PQbuJKusmuDWNHSh/FczuJCo3ebzAoOSx5VN9b1bT38cB72/m8so2MOAN3njObk7Ll72Pp2HbEoaFhDzAduBv4CdAPPAbUHuRuanxBoxDgJSHEwGGsecKToSFJkiYbh9vBbatv47P6zzg/83xuz70dbdC31y8qiuC9Lc08+Wk1Ne125iVH8uvTZ3LiTKMMD0kBI4Sge6DbHyYa0VY0rMVowDvyrYdGpcGoN+4TJhoeMooLjUOtUuNRBF5F+C69AreijLjtGbzt9g5tN+z7isDtHXnbd6kM217g9Sp4hm/j9W2z5zFG3j6Ux06PNXBhTgpLpkXLf6NjyeuBtS/C5w8AKjjlTlh2JQQ4lCaEoGVXDxVFTewsa8PjVohNNjCr0ERWbiIhhm//me/t7qZ15Up63nqb4OxsTCsfImTWrHFavTQZ9Lz7Hk233EJwZiapL/0JTdzkPBN8b4oiaKnp8QeFejudqFSQNCOKjIVG0hfGEREbeuRPULsa3r0JOqph9nnwnYchwjR6L+AYJ4Rga6ONl8vqeau8iX6Xl+ToUFJj9Jhj9KTG6Jk2dD1WT0SIrB+flForoPgZ2PIqCC/M/h4UrgDTokCvTJKkKcDtdVPeXu4PClVaKwHfKIzC5EIKTYXkm/KJDgnMiOKpzqt4qbRW+luINrZtZMA7QJAqiLlxc8lLyiM3KZcFxgWTZuybu7mZjudfoPt//0MVFET0j35E7BWXo4mNDfTSJEmSjknulhaab7sNe3EJhhOOx/TAA2iMxkAva9LxKl6a7c0jg0GD1zv6O/zbaVQazIZklmw0ELbDTmThXJZcfDHpken7PYl9NNmcbp75bAd/K64lRBPEilMyubQgDZ1GnlwkSUcdGhr2QCcBLwEJwG+FEC+MzhInHxkakiRpMmmxt3D959dT3VXNb3N+y09m/eSwAgUer8Kb5U08/Vk1Fms/S6ZF85vTZ1IwfWocLJQOTBkeVlGUwcDMnqCMZ6/bQyEWj3evIM3gdv6veb8lTHOQ4IzHq+wT6tn7sT2KgkvpZQArA6ILt8qKW9WFV9WNR92FEtSNUHeDeuQoNCHUCE84wh2J4okceemOQngiEZ4wjq6A8dtpg1QEqVVo1OrBS99tbdDI20FqFZog33YatQq1SsXWph4cLi/TjQYuyjHz/cXJxIeHjNlaj3lddfDeb3ztB6bF8N1VkDgv0KsCYKDfw451rWwvaqKtrpcgjZqMhXHMWm4iZWb0t45T6v38c5rvvhtvVzdxV11F3FVXytYhCeu//k3rgw+iz8kh5Y/PTfrqbq9HoaGqi5rydnaXt9Pf60atUWHOjiFjoZG0+XHoI47y7729Az6+Ezb9P4hKhbMeh5nyLMbR0u1w8ebGRl4ua2B7s41gjZoz5yaSHB1KvbWf+k479VYHXY6Rv+uj9FpSB8NEw/+YY/QkRYbIlqKJrqcR1jwPZX8DVy+kHQeFN8CMUwM2MlSSpMmpsa/RFxJqLGJNyxrsbjsalYaF8QspTC5kefJyZkbPlGOwA2DAO8Cmtk2UNpeypnkNWzu3ogiFkKAQFics9oeIsmOyJ/z/H5fFQsdzf6Tn7bdRhYQQc8klxP7yFwRFRgZ6aZIkSceMnnffo+W++xBuNwm33ELURRfKky0Pwu6279UYVMtu227qbfUjTtSN0EX4W4OGNwclBhv5cNUT1Kxfy/If/oxl3xv7/+ZeRfDaeguPfVRFp93FRUvM3HxGFsbw4DF9XkmaTEYtNDT4YGHAa8AM4HQhRM3RL3HykaEhSZImi83tm1nx+QoGvAM8dsJjLE9efsSP5fIovLrewrOf76S5x0nB9Fh+c/pMlkyLGcUVT0xCiP20u+wJzuwdeNkTphn5/X23P0AQZn+Pc5Dwzf4fe+9gz8jH3qclZ69WnSN4qzBq1CpGBGc0QSqCBgMyQf7bKrRD2/jDNvsP2WiGbTcUshEqOwP4QkX9wopTsdKvdOJQOrF7O7F7O/CIkaPQVKgJ18YQqTUSrYsjOjie6GAjsSHxxIbEYwxJICYklmCNdp9gzz7rDhq5PrWKo/oAZR/w8N7mZl4ps1BW10WQWsXJ2fFclGPmpCyjPBA6FoSAra/Dh7eAw+prPTjh96A9ilaSUdbR0EtFUTPVa1oYcHiIiAthVoGJ7PwkwqL3/8HZ291Ny4MPYXvnHV/r0MMrCcnOHueVSxOBEIKOZ56l449/JOyUU0h+4nHUwZNzh4vL6aF+m5Wa8nbqtnTgcnrRBgcxbW4sGQuNTJsbiy50FKqwFQXK/wWf3AUDvVCwAo7/Lej0R//YxzhFERTv6uTlMgsfbWvB5VGYmxzBxTlmvrswmcjQfVuEbE43FqsDi9VBXaeDeqvvj8XqoKGrH4+y582ORq0iJTrU31A0PFAkW4omGGcPrP8blL4AvU0QP9v3b23u+aCRQVdJkvbl9Dgpay2jqLGI1Y2rqbXVAmAymHxtQsmF5CbmTrpxWMeCXlcvZS1l/hDRrp5dAEQGR7IscZk/RJQanjphDwIP1NTQ8exz2N5/H3V4ODE/v5SYSy8lKEz+fZMkSRor3u5uWu67H9v77xO6YAGmRx9BN21aoJc1YShCodXe6gsG2UaGg9ocbf7t1Co1KWEpI0JBQyPFooP3bbsfcDh487H7aNi+jVN+eQ0LTz9rzF/Lulor976zja2NNnKmRXP3uXOYlyIDupK0t1ENDQ0+YBAQL4RoPsD3zYBDCNF5RE8wCcjQkCRJk8H7Ne9zZ9GdxOvjefaUZ5keNX1UHtfp9vKftfU898UuOvoGODHLyIpTMkmOCh0xvulAwZR9WmgO2CBz4PFNnr1uHzh88y2hnL1bcvyBHN/2ez9GIPmDM/7gycgwzd6tNJq9ttlzqR7WZLMnhKMJGnZ72Pc1e90+8GOrB4M6+wZ0DjfYowlSEaRSof6WJpTxIoTA5rIddBRav6d/xP3UKjVxoXH7jkAbGoumT8CoN47qnOa97Wzr49X1Fl5f30hH3wDG8GDOX5zChTkpTDfKHZOjzmGFT+6Ejf+C6HQ49ynIODHQqxrB4/JSU95ORVETjVXdqFQwbW4sswpNTJsXS9B+QmW9n31G89334O3uJu6aq4m78kpUWnnQ/FghvF5aHniA7v/8l8gf/ICk++5FpRm7n1tjwdnnZvfmDmrK27Fst+J1K4SEaUmfH0fGIiMp2dFotKPYHtdaAe/9GupLILUAznkC4uWYv6PV1N3Pq2UNvLreQkNXP5GhWr630MRFS83MMR35jkCPV6HF5qR+WJhoKFC0v5ai6MGWohGholjfZVJkKEET4L3LMcfjgq2v+UaXtVVAuAnyroElP4eQiECvTpKkABJCsLtnN6sbV1PUVERZSxkuxUVwUDA5iTksNy2nMLmQtIi0CRs0kfav3dHOmpY1lDaVsqZlDS32FgASDYnkJuaSZ8ojNzEXo37ijZ1xVlXR/swz9H36GUGRkcRecTnRP/4xar0Ml0uSJI2mvqIimm+9DY/VivG6a4m9/PJJtz9jtDjcDupsdfuMFKvtqcXpdfq3C9eG+8NA6ZHppEf4rpvDzYc8HtRh6+F/K++mvW4337n218wqPGGsXhbg21fw8AeVvL2piaTIEG45M5vvLjDJ93aSdABHHBpSqVQaQAghvPv5nk6IvU693/O994AzgDXAw0KId45o5ROYDA1JkjSRKULhufLn+NPmP7EkYQlPnvgk0SHRo/48DpeHf5TU8cJXu+je66DKWNo7mHKgcU6aIPVegZkDtb6o0e7VArN3K82IhpvDfGyN/z6H+jj7fk2+0Z24hoJF+4SKhq4Pfn2/waKQOF+QyOALEg0PFw0Fi7TqowtouL0KX1S28UpZA19UteFVBEvTorkox8xZ85IwBB+bH5jHzO6v4Z0bwFoDC34MZzwI+onXxtbd5mB7cTOVJc04elyERuiYlZ/IrAITUQkjd1h7urpoffAhbO++S/DsWZhWriQkKytAK5fGi3C5aLrlFmzvf0DMZb8k/uabJ83vor4uJzXlvqBQ045uhCIIiw4mY6GRjIVGkmZEoh7t5jWXHb56FEqeheAIOP1+388AtWx4O1IDHi+fVrTxcpmFb3a0IwQUzojlohwzZ8xJJGQ0w14HYHO6qe/cEyIa/qdxr5YibZCK5Kg9LUXTYvUjAkbhsqVobAkBOz+Foqeh9hvfv8MlP/cFiCJMgV6dJEnjpNfVy5rmNRQ1+caONdt957tmRGb42oRMhSxJWEKIRo5wniqEENT31rOmeQ2lzaWsbVlLz0APANMjp/sDRDmJOYTrJs543f4tW2l/ZhX2r78hKC6OuCuvIOriiydto6ckSdJEoAwM0L9hA7b336f71dfQTZ+O6ZFHCJ07J9BLG3NCCFodrf5gUG1Prb9BaChcC6BCRXJYsj8YNLw5KDYk9qj2+9g62nn9wTuxtbdx7q9vJWPx0tF4afvldHt58asanv9qJ0LAVSdM5+oTMtDr5H5uSfo2RxMauh24b/Dm8OBQECCA2UKI6r3uEw78EjAB5wFmIFwIoRzxK5iAZGhIkqSJyuF2cEfRHXxS9wk/yPwBd+TegTZobA9S9DrdfLC1BbdXOUCjjHpY+GZkuGd/LTkj2meG3U+rVk+I9hlJOlxCCHrdvfsNEw21FbXYW3B4HCPup0JFXGjcvk1Fw9qLDidY1GZz8vqGRl4ts1DTYcegC+LcBSYuzDGzODVq0gQCJjx3P3z9mO/AZUgkfOdhmHchTMD/vopXoW6blYrVTdRt7UQoAlNmFLOXm5i+yIhGt+egfO+nn/pah2w2X+vQFVfI1qEpSrHbabh+BfbiYuJ/ezOxl10W6CUdVFeLnZrydmrKO2irtQEQnaj3BYUWGTGmho/dz7jqj+C9m6GnHhb+FE67DwyxY/Ncx4Cqll5eXmfhjY0NdDncJEWGcOGSFC7MMWOOmThn4Xu8Cs09zhGBorphLUV7B+qHWopSYw2kxoSOCBTJlqJR1rQRilZBxZugCvL9Di64HhJmB3plkiSNMkUoVFor/SPHNrVvwiu8GLQG8pLy/EEhU5gMDx4rhv5ODI0y29C6AafXSZAqiDmxc8hNyiUvKY8F8QsIDgp8QMexYQPtTz2NY+1aNAkJxF1zDVE/+D4qnRy1KUmSdDDC68W5vRJ7STGOkhIc6zcgBgZAoyHmJz/GeNNNqEOmVlDY6XFSZ6tjt21YMKhnN3W2uhH7lQ1agz8QNDwYlBqROia//6xNjbz2wB0MOOx8//d3kTJr7qg/B/j2sb+/pYWH3t9OY3c/Z89L4pYzsyfUvgJJmsiONjR0I/Ds3t8C7gRm7R0a2uv+i4AywCiEsB7muic0GRqSJGkiarG3sOLzFVRaK7k552YumX2JDAFI0iQhhKDP3bfP6LO9R6LZ3fYR91OhIjY0lkR9IuYIM1nRWWTHZJMVk0VcaNwBn6usrotX1ll4d3Mz/W4vM+LDuDjHzPcXJxMXFvidp1NC6zZ4ewU0lsH0U3xjiqLTAr2qA7J3D1BZ2kxFUTO29n50oRqyliUwq9CEMdV3Vq6nq4vWBx7E9t57hMyeTdLKlYRkzQzwyqXR5OnqwnLV1Ti3biXp/vuJOv8HgV7Sfgkh6LD0sWtjGzXlHXQ1+342xk8LJ2ORr1EoOtEwtovoaYQPfw/b34G4LDjnSUgrHNvnnKJ6nW7e2dTMy2UWNlm60QapOG12AhflmDku0zgpAzU9/e59Goos39JSlBI9FCIK9Y8+ky1FR6mrFkr+CBv/CW4HzDgNCldA2nETMsgrSdKhsTqtFDcVU9RYRHFTMVanb5fzrJhZLE/2jRybb5x/1I2t0tTg8rrY1L7J30S0tWMrXuElOCiYRfGLyEvKIy8pj+yYbILUY99ieCD20lLan3qa/vJytCkpxF17LZHnnnPMjtKRJEnaHyEE7vp67CUl2ItLsK9Zg9Lja5cLzszEUJCPPj8ffc5SgsLGeH/AGBJC0NHf4R8jNtQYVNtTS1NfE4I9nyVNBtOekWIRe0aLGUON43ZcqHX3Ll5/6C4Azr/tPhLSp4/J82xr6uHedypYu9vKrKQI7j53NnkZ8oQtSTocRxsa+qkQYtZ+vqcA2QcJDWUBFcjQkCRJ0pjb2rGVFZ+vwOFx8Ojxj3J8yvGBXpIkSWOgz9W33zBRi73F9+HR3uTfNjYklqyYLN+fwTDRtIhpaNR7djz2DXh4d1MTr5RZ2FDfjUat4pRZ8Vy81MzxmUY0oz3C51ijeGHdX+Cze0EocNJtkHsNBE3cnb9CETTu6GZ7URO7NrTj9SgYU8OZXZhE5tIEgvVabB9/TMs99+Lt7cV47a+O6dnwU4m7uZn6y6/AbbGQ/OQThJ9ySqCXNIKiCFp2dbNrYzu7yzvotTpRqcA0M4qMhUbSFxgJjxmHswi9Hlj7InzxECgeOOF3kH89aOQZ4YdDCMG62i5eXmfh/S2+AOvMhDAuyjHz/UXJxE7hAOtQS9HeI88sVgd1nQ56+ke2FMUYdP4A0Z5QkYHUWD2JESGTMlQ1rhxW3+/itS+CvR2SFvrCQ7POm9C/jyVJ8vEoHja3b/aPHKvorEAgiA6OpiC5gEJTIfmm/AOeMCFJw/W5+ljfup7S5lJKm0vZ2b0TgAhdBEsTl5KXlEduUi5pEWnjfhKeEAL7N9/Q/tTTOCsq0KWlEXf9dUSceSYqOfJWkqRjlKezE3tpKfaSEhzFJbibfPs9NYmJGAoKMOTnYcjLQ2M0Bnilh2/AO0C9rX6fkWK1tlr63H3+7UI1oaRFpPkDQekRe1qDQjWhAXwF0LB9K288ch/BegMX3PEAMabkUX+Ozr4BHv+kmv+urScyVMvNZ2Txw6Wp8nOwJB2Bow0NXSKEyN7P92RoSIaGJEmaID7c/SF3FN1BXGgcz5z8DJnRmYFekiRJAdIz0EN1VzVV1ioqrZVUd1Wzs3snbsV3ADI4KJjpUdPJjslmZvRM/2W4Lpwdrb28Umbhfxsa6bS7SIgI5vzFvpEw6XGT9wydCaGnAd7/LVS9D4nz4bvPgGlhoFd1UE67m+q1rVSsbqKzsQ+NVs30JfHMLjRhjFVoe+ABbO9/QMicOSStfIiQmbJ1aLIaqKmh/rLLUXp7SfnjcxiWLQv0kgDwuhUslVZqytup3dxBf6+bII0a86xoMhYZSZsfR2jYOIZ1GtbDuzdAyxZfa8lZj0FM+vg9/xTQ1uvk9fV7RmWGBWs4d0ESF+WYWWiWozIBehxuLF0jA0X1nYMtRd39eL+lpWhajGFPwChWT1iwDMX4ufth03+h5Fno3AlR0yD/Wlj0U9DJ9zmSNJG02FsoaiyiqKmI0qZSet29qFVqFhgXUGgqZHnycmbFzkKtkkEK6eh09Hewtnmtf5zZ0Ek48fp4fwtRblIu8fr4cVuTEILeTz+lY9UzDOzYQXBmJsYbVhB2yinyfZIkSVOe4nDgWL/e1yRUUsJAZSUA6vBwDHm56PPzMeTno0sb/3DnkRBC0Ons9AWC9hop1mRvQhGKf9tEQ+J+R4ol6BMm5Gut2biOdx5fSYQxnvNvv5+IuNENbrm9Cv8oqeOpT6vpd3n5WX4aN5ySSaRetklK0pE6mtDQnfhCQ/vs/R8MDR0P1Bzo7sBFwB+AOCFE1+EufCKToSFJkiYCIQTPb3qe5zc9z+L4xTx50pPEhMQEelmSJE0wbsXN7p7dVFmrfH+6fJddA3veniWHJfvbiKZHZdLRGccnW1x8VdWOImBZegwX55g5c14iep08AHlEhIDtb/vCQ/Z2yPuVr3loEhyoFELQXt9Lxeomqte14nZ6iUrQM6sgieT+SnoevQ+lt5e4a68l9vLLZOvQJNO/ZQuWK66EoCBSX/oTIbNnB3Q9LqeHuq2d1JS3U7e1E7fTizYkiLS5sWQsiid1Tgy6kHH+O9bfDZ/dB2V/hfBE+M7DMPs8OeLoEHm8Cl9UtfPyOgtfVLXhVQRL06K5KMfM2fOT5O+Vw7B3S1Fdp2PEGLQDtRRN8zcVDQaMjuWWIkXxhXiLV4FlDYRGw9IrYNmVEDb5zlCWpKlgwDvA+tb1/pFjQ+0vCfoE/8ix3KRcInQRAV6pNJUJIWjobaC0pZTSplLWtqyle6AbgPTIdHITc8kz5bE0cem4/F0UioLtgw/oeOZZXLW1hMyZg/GGFRiOO25CHjyWJEk6EsLjoX/LFn+TkGPTJnC7UWm1hC5ZgiEvD0NBPiFz5qAKCtwYyYNxe91Yei3+UWLDR4v1unr92wUHBe8JBg0bKZYWkYZeqw/gKzg824u+4sPnnsA4LZ0f3Hov+ojIUX38r6rbue+dbexqt3NcZhx3nzubGfHho/ocknQsOprQ0H34QkP7nDo5GBr69gfwBYdqhBAzDmO9k4IMDUmSFGj9nn7uLLqTj2o/4rzp53FX/l3oguRYDEmSDo0Qgvb+dn8bUaW1kiprFXW2Ov9s7HBtOOkRM1AGTOxuiqCtMw49Js6dP42Ll5pZkBIpd1Yeif5u+PQeWP9/EJUK5zwJM04N9KoOmXvAy64NbVQUNdG8swe1WkVqdgSJOz4m9JN/Ejp3DqaVDxGcKVvvJgN7cTEN111PUHQ0qX/5M7q0tICso7/Pxe5NHdSUt9OwvQuvRyE0XEv6/DgyFsWTkhVNkDYAbQJCwNbX4aPbfGG/ZVf5wn4h8qDloahp7+OVsgZe39BAe+8AcWHBnL8kmYtyzEw3hgV6eVNSj8O937Fn+2sp0gWpSYkOHTb6zBcomhbruzwmWorqS6FolS9EpAmGBT+CgushdnqgVyZJU5oQgvreelY3rqaosYh1Letwep1o1VqWJCzxBYVMhUyPmi4/b0gBowiF6q5q1jSvoaS5hA2tG+j39KNWqZkdM5vcJF+IaKFxISGasRuRKzweet5+h47nnsPd2EjookUYb7gBQ17umD2nJEnSWBFC4Kqp8TcJOdauRenrA5WKkFmzMBTko8/PR794MerQwI7e2p8uZ9eIQNBQg1BDbwNe4fVvFx8avycYNKw5KNGQOOmbEss/fp/P/vo8KbPm8L3f3kWwfvTCTrs77DzwbgWfVbaRFqvnznNmc3J2vHw/KEmj5GhCQ78HzhNCFOznez8GHIB7nzvu4QDWCiHsh7fkiU+GhiRJCqQ2RxsrPl9BRWcFNy25iZ/P+bl84yRJ0qhwuB3s7N45IkxU3VVNv6cfABVqlIF4PM5EYrRpnJKxiEuX5DMjLinAK5+E6orhnRugoxrmXQhnrJx0DQddLXYqipqpKm2mv9eNPkSQUPslSQ3fYL7ix8Re9kvZOjSB2T78iKbf/hZdWhrmP/8ZbcL4jV0A6LU6qSlvp2ZjO807uxECwmNCyFhoJGORkcTpkagD2YLSuQve+w3UfAGmRb6An2lR4NYzSThcHt7f0sIr6yysrbUSpFZxUlY8Fy81c2KWEW3Q5N5BOpm5vQrN3c59AkV1Vjt1nQ56nZ4R28cOthSlDht3NnQ9Yaq1FHXsgOJnfOPLvC7IPhsKbwDzxBjVKElTgd1tZ23zWoqailjduJrGvkYApkVMo9BUSGFyITkJOZPqLHvp2OL2utncsZk1zWsobS5lS/sWPMKDTq1jUfwi8kx55CbmMjt2NkHq0W/DEC4X3f97g47nn8fT2oo+NxfjDTegXyzfn0qSNLG5W1t9AaGSEuwlpXja2gDQms0Y8vN9QaHcXDTR0QFeqY9bcdPY2+hvDRoaKVZrq/U30AHo1DpSI1L9Y8TSItLIiMxgWsQ0wnRT7yQZIQRr33yV1f/9BxlLlnHOjb9Hqwselcfudbp59vOd/LVoN8GaIK4/eQY/L0wjWDNx26UkaTI6mtBQJpAthHhn8PYywAV4AC+wv7Yh9eCfIEAD6IQQa472RUw0MjQkSVKgbOvcxorPVtDn7uOR4x/hRPOJgV6SJElTnCIULL0WqqxVVForqeisZHPbdno9Hf5tdEQxPTKT/JT5ZMdmkRWTxbTwaWOys3RK8QzAN0/AN49DcBic8ZCv5WCSBUG9HoXazR1UFDVRX2EFAdHW7UzTNrDozl+iz5atQxNN139fpuXeewlduBDzC88TFDm6VdIHYm22+4NC7fW+iu4Yk8EXFFpoJM4cFvggtGcAVj/l+3cZpINT7oKll4H8eXZAQgg2NfTw8joL72xqom/AQ3qcgYtyzJy/OJn4iLE7+14aPfu2FNn915u6nQdsKZoWO2zsWcwkbynqa4M1L8K6P4OzG8x5ULgCZp4Jahl4k6TDIYSguquaoqYiihqL2NC2AY/iIVQTSm5Sri8oZCrEHGEO9FInLSEEfQMeuh1urHYXVoeLHoebJdOiMcfI8NVYs7vtrG9dT2lzKWua11DdVQ34GntzEnPITcolPymf9Mj0UX1/qwwM0P3yy3S8+Ce8nZ0Yjj8O44obCJ07Z9SeQ5Ik6Wh4e3txrFvnbxNy7doFQFB0NIb8PPT5+Rjy89GlpAR0nT0DPb5g0PDmIFstFpsFj9hzQkVsSOyIYNBQg5DJYDpm9nsKIfjqX39l/btvMOu4kzjj6hsIGoWTBBVF8NqGBh79sIqOvgEuXJLCb7+TRXy43IcgSWPhaEJDvwbuE0KEDd4+lJFkIx4CEEKIKfdTU4aGJEkKhI9rP+b21bcTHRLNMyc/Q1ZMVqCXJEnSMazb2c2nuzbyZkUZm9sq8GgaCQpuA5WvjjckKITM6ExmRs8kOyabrJgsZkbPxKA1BHjlE1B7Fby9AiylkH48nPPUpB2N0mt1UlnSzLZPa7D3q9C6+0hP9rDo8lOISx2fYIp0YEIIOl98kfannsZwwvGkPPXUmFZ+CyFoq+v1B4W6Wx0AJKRH+INCUQkT6KBWzVfw3q+hcyfM+YEvyBchm9QOxGp38cbGRl5ZZ6GqtZdQbRBnzUvi4qVmlqZFBz4AJo2a4S1FdYNhoqGxZwdqKRreTDS8sSgxIiSwLWKHYqAPNv4LSp+D7nqIzYSC62D+D0Erd2BL0oF0O7spbS5ldeNqipuKae9vB2Bm9EwKkwtZblrOovhFaIO0AV7pxCOEwO7y0mV30eVwYfVfuukecdvlDwl1OVy4vfvuqtcGqbgkL43rT55BtEGOsR8vnf2drGtZR2lzKaXNpf42LWOo0TfKLCmP3KRcEg2Jo/J8isNB1//7f3S+9Ge8PT2EnXoKxutXEJI1c1QeX5Ik6VApLhf95eU4SkuxF5fQv2ULeL2oQkLQ5+T424SCs7JQjXMQ36N4aOprGhEMGrpudVr922nUGqaFT/OPExsKCKVFphGhO7bHkyteL5+89Cxbv/iEhWecw8k/v3JU/j+ur7Nyz9sVbGnsYXFqFHefO4cF5qijX7AkSQd0NKGh64B7hRCxg7cV4GeAZdhmrwFPAsXA58D5gBN4D7gIaBdCfDUKr2NCkaEhSZLGkxCCFze/yHPlz7HQuJCnTnqK2NDYQC9LkiTJz+VR+Gx7K/8p201x3TYIbiYlvouIyHas7lp6XD3+bc3hZrJjsveEiaKzSDQkyoPLigIb/gaf3O0bjXLC76HgepikB1UURVC3to7yf3xDsycBodZgTNIx95QMZuTEowuZpC0Uk5hQFFoffpiuf/yTiO+ei+nBB1FpR//vl+JVaNrZQ015O7vL2+nrGkClVpE8M4qMhUbSFxgJix6dCutR09cOH98Om1+G6DQ463HIPDXQq5qQvIpg9c4OXlln4eOKFtxewQJzFBfnmDl3QRLhIZPzZ5Z0dHocbn+YaO9AUVN3P8NKinwtRTGhe8aeDYaKpsXqMUfrMUykliKvByrehOJV0LwJDPGQeyXkXAb6mECvTpICzqt42dq5laJGX5vQ1s6tKEIhQhdBgamAwuRCCkwFxOvHdwRqoAkhcLi8ewI+Dhdd9qHAj2vw9p7gT9fgbZdX2e/jqVUQrdcRbdARo9cRpdcSY9j/7WCNmn8U1/HqeguGYA3XnTSDSwvSCNFOuXN6J7yG3gb/KLO1LWv9B6fTItL8IaKliUuJDD66Eyu8fX1Y//53rP/3NxS7nYgzzyTuuusIzkgfjZchSZK0D6EoDFRX+5uEHGVliP5+UKsJmTfXFxLKLyB00ULUurEPrypCod3RTn1vPQ29DdT31vtHitX31uNW3P5tY0Ji9rQFRewJCJnCTGjUE+hzyAThcbt5f9Vj7FhbTN75P6Lgwh8f9f7b5p5+Hv6gkrfKm0iICObWM2dx3kKT3C8sSePgaEJDV+MLBP3f4JeuAl4AOgdvxw1+7VwhxPuDoaJEwA70AilCiKZReRUTjAwNSZI0XpweJ3cV3cUHtR9wbsa53F1wN8FBE+xAmyRJ0jDNPf28vr6BV8oaqLc6CA8J4rR5IcyfbmdA1UBVVxVV1irqe+v994nQRZAVk0VWtG+0WXZMNtMjpx+bZyHbmuGD38H2tyFhLpy7ClKWBHpVR0wIQdsb77P5/76gIXoxDn0iGp2azKUJzC40kZAeIXcMjAPhdtN0++3Y3n6H6J9dQsItt4zqGX4etxfL9i5qytup3dSB0+4mSKsmdXYMGQuNpM2LIyRsAv57VhTY8Hf49G5wOWD5jXDcb0A7du1Lk5XF6uDVMguvrW+gqcdJtF7L9xelcPFSM1mJ4YFenjSBub0KTd39I0efde657B0Y2VIUF6Yb0Uzk/xOrJyE8QC1FQsDur33hoZ2fgtYAiy+BvF9B9LTxX48kBVC7o90/cqy4qRiby4YKFfOM83wjx5ILmRs7d8qM6xBC0O/27tPw47t0+8JAI0JBvpCQy7P/AJBqKAA0GPSJ0vuCP9EGHTEG7V63fdtFhGgP+2dfVUsvD3+wnS+q2kmOCuW3Z2Tx3QWmid/0NkUpQmFH1w5/iKistYx+Tz8qVMyKneUPES2KX0So5sjeh3q7u+n8v79h/ec/EU4nkd/9LnHX/gqdWY4AlCTp6LkbG7GXlPiCQqWleK2+IKQuI8PfJKRfupSgiLFp5fEoHlrsLXuCQbZ66nvrsfRaaOhtwOl1+rfVqDSkhKf4x4ilR6T7w0FHG9Q8lric/bz1hwep31LOiT+7giVnn3dUj+d0e3np6xr++OUuvEJw1fEZXH3C9Il10ogkTXFHExq6CngaeGPwSxcD7+MLBA2xALcJITwyNCRJkjS62h3t3PDFDWzt2MoNi2/gl3N/KQ+sSpI0aSiKYM1uK6+UWXh/SzMDHoXsxHAuyjHz/UXJ6HRudnTtoMpaRWVXJdXWaqq7qv0f9DUqDRlRGf4g0VCoKDokOsCvbJxUvgfv3Qy9zZB7NZx8OwRP3gPzno4Omu+5l8a1u2idcw4tYbPwuAUxJgOzC03MzE0gNEyOTxgLSn8/DTfeiP2rrzHeeAOxV101Ku8nXP0eard2ULOxg/ptnbgHvOhCgkibH0fGQiOpc2LRBk/gA4YtW+Hdm6BhLUxbDuc8AUY5+nU4p9vLR9taeKXMQtHOTlQqOC7TyMU5Zk6dHU+wZgL//5UmBSEEPf1uf5iornNPS1G99dtbiqYNH3s2ni1Frdug+BnY8qovTDTne1CwAkwLx/65JSkA3F43G9s2srppNUWNRVR3VQMQFxpHoamQ5cnLyUvKIyokKrALPUT9Lq8/5OMP/wwFgA4wFmzgWwJAUaHaYY0/vuDP0O3oYWGg6MHbEaFagsYxuFO8s4MH39/OtiYbc5MjuO3MWRTMiBu355f2z6242dqx1TfKrKmUzR2b8SgetGotC+MXkpuYS54pjzmxcw67+cLT2UnnS3+m6z//QXi9RJ1/PnHXXI02cXTGokmSdGzwdHXhWLMWe6mvTchd5zvxL8gY528SMuTnjerPFrfXTUNfA5ZeC5Zeiz8Y1NDbQENfAx5lz8kGwUHBmMPNpISnkBqeSmp4KuYIM+ZwM0mGJNkadJT6+3p5Y+U9tNTs4Iyrb2DOCacc8WMJIfhwawsPvr+dhq5+zpybyG1nzcIcM4FG1UvSMeJoQ0MPAosANbAbOBGoALqFEJ69tpehIUmSpFGyvXM7139+PTaXjZXHreSU1CN/YyZJkhRoPf1u3tnUxCtlFjY39KALUnPa7AQuWmpm+Yw4/45zr+KlvreeKmsVVV1VVFp9YaK2/jb/Y8Xr4/1jzYaCRKkRqahV4zsXfVw4bfDZfbDuzxCRDGc/DlnfCfSqjpgQAtt779N6//24XAqOi2+mTqTTVteLWqMiY4GR2YUmUrKjUcmzoEeFt6cHy9XX0F9eTuLddxP9w4uP6vEcNhe7N7VTU95BQ6UVxSsIjdCRscAXFErOiiZIM8H/Lbrs8OVKKPkjhEbB6Q/Cgh/6jvxJAGxr6uGVdRbeLG+ip99NclQoF+WYuSAnheQo2cIkjZ+hlqK6zpFjz76tpWjvsWdj1lLU0whrnoeyv4GrF9KPh8IbYPop8ueJNOlZei2+kWNNRaxpXkO/px+NWsPi+MUUJhdSaCpkZvTMgJ/U5BxsABoa7zU8DORrAHLvMxbM6d5/AAjwjfkaPu5Lr/OP/YrWa/e6rSNynANAR0pRBG9tauQPH1XT2N3PSVlGbj1rFjMTJu8JCVONw+1gQ9sGfxNRpbUSgDBtGDkJOeSZ8shNzGV61PRD/nfnbm2j88UX6Xr1VVQqFVEXX0zclVegMRrH8qVIkjRJKU4n/Rs2+NuEnBUVIARqgwH9smWDQaE8dDNmHNXv/35Pvy8UZBsMBvXuCQY125tRxJ7f0watgdTw1D3BoIhUzOG+YFC8Pn5q7gecAPqsnbz+0F10NTdy9o2/J3Np/hE/1vZmG/e+s43SGivZieHcde5sCqbL8LIkBcrRhoaeB4Y2VA27DtAErAb+JoT4SIaGJEmSRsendZ9y2+rbiAyO5JmTnyE7JjvQS5IkSRo125ttvFJm4Y2NjXQ73JgiQ7hgSQoX5pgPeJaJ1Wn1BYmGhYl29+zGK7wAhGpCyYzOJDs6299KlBmViV47Rc5asayFt1dA+3aY8334ziMQnhDoVR0xT3s7zffcS99nnxG6cCHBN93DzjoVVWtaGLB7CI8NYVZBErMKkgiLDgn0cictd2sblssvx1Vbi+mxx4j4zhlH9Di2jn5qytupKW+neVcPCIiICyFjoZGMhUYSMiInz6iLyvd94/96LLD4Z3DqvaCPCfSqJoSefjdvlzfycpmFrY02dEFqzpibyMU5Zgqmx06e/8fSMUMIQbfDPWLsmWWwraje6qC5Z6+WIo0ac3ToPoGiabEGzDGh6HVHeDayswfW/w1Kn/e1AybMhYLrYe75cCyOWZUmJYfbQVlrmT8oVGerAyA5LJnlycspNBWyLGkZBq1hzNbgdHv94Z/hjT973x4+Jqzf7T3g40WGDo3/0u417mswALTX7chQLZqgqX3w0en28vfiWp79Yif2AQ8X5Zi56bSZJETI99sTTZezi7UtayltLmVN8xosvRbA1/C1LHEZeUl55CXlkRSWdNDHcjc20v788/S88SYqrZaYn/6EmMsuQxN9jDT4SpK0X8LrxVlRgb2kFHtJMf3rNyBcLtBoCF24wN8mFDpvLirt4b2n7XX1+kaHDQ8G2XzBoOEnBQJEBUftCQZFDDYGDQaDYkJiAh5QPtZ0tzTz2oN34LDZ+N5v7yB17oIjehyr3cXjH1fxn7X1RIZq+c3pWfxwqXnKv9eSpInuaEJD1wD3A9PwBYZswFKgefBrecAVQIMQ4vTB0FAC4BjcNkUI0TyKr2XCkKEhSZLGghCCl7a8xDMbn2F+3HyePvlp4kJl8lqSpKlpwOPl04o2Xi6z8M2OdoSAgumxXLzUzBlzEgnRfvvYmwHvALu6d/mDREOhol63b5KuChXTIqYxM3qmr5losJUoXh8/OXc6eFxQ/DR89RhoQ+C0+2HRJaCenB+4hRDY3n2XlgceRDidGG+4gYgf/5TaLVYqippoqOxCpYLUObHMKkwibX4cQXLnwiFz1dVR/8vL8HR1YX72GQwFBYd8XyEE1mY7NRt9QaEOSx8AsckGX1BokZHY5LDJ9e+o2wIf/B6q3oP42XDOk5CaF+hVBZyiCEp3d/LKOgsfbG1hwKMwKymCi3NS+N6iZKL0cmSgNHm5PL6Wovq92omGrvft01IUTGrMnlBRaqzBfz0+PPjgwTmPyzeyrPgZX8g3IhnyroHFl0JIxBi+Ukk6fEIIdnXvoqipiNWNq1nfuh634iYkKISliUspTPaNHUsNTz2i3/cDHq8/7ONr/Bm8HPrafkJBDteBA0ARIZrBAJBuWAOQ1t/4M9QAFGPQEqXXEXUMBICORpfdxTOf7+SfpbVo1GquOC6dK0+YTth4jHiUjkhTXxNrmtdQ0lzC2ua1dDo7AUgNTyU3KZe8pDyWJS771jGBrro62p97Dts776LW64m59GfE/PznBEXI31GSdCwQQuCuq/M3CdnXrEGx2QAIzsryNwnpc3JQG749JCyEoGugi3pb/Z5RYsNCQl0DXSO2N4YaMYeb/U1Bw0eJRejkz6CJor2+ltcfvBOvx8MPbr2HpBmHP77d7VX4V2kdT35Sjd3l5ZK8adx4aqbctyBJE8TRhIauB+4VQsQM3laAtfhCQUN0QBJQh290WTHgBY4DSoABIcTJR/8yJhYZGpIkabQNeAe4u/hu3qt5j7MzzubegnsJDgoO9LIkSZLGRVN3P6+tb+CVMgsNXf1EhGg4b2EyFy81Mzc58pAfRwhBs72ZSmvliCBRQ1+Df5uo4Ch/gGjoMiMqA616krQBdOyEd26AutUwrRDOfRriMgO9qiPmbmuj5Z576fv8c0IXLSLpoQcJTk+np72fypJmthc1Ye9xERquJTsviVmFSUQnjt1Z7lOBs6KC+iuuBEXB/KcXCZ0376D3EYqgtc7mDwr1tPUDkJgRQcbCeNIXxhEVPwmbu7xuWPMCfLEShAIn3gL51x7z7R8tPU5eW2/hlbIG6q0OwkM0nLfQxMU5qcxNjphcgTBJOgJDLUV1wxqKhgeKvq2lyNdMNHwE2l4tRULAjk+geBXUfgPBEZDzC8i9BiIO3gghSWPF5rJR2lRKcVMxqxtX0+poBWBG1AwKTYUUJBewJGHJPvshBjxeuh3D2n6+ZQzY0G37twSAwocHgIYaf/R7Rn7FGPaMAYsaHBWmlQGgMVHf6eDRjyp5d3MzcWHB3HhqpmwBmASEEOzs3ukfZVbWWobdbUeFiuyYbHKTcslNymVx/OL9Nu8O7NhB+7PP0fvRR6gjIoj95S+JueSnBw0JSJI0+Xg6OrCXrsFeUoy9pARPk6/jQZOUhKHA1yRkyMtFE7fvScuKUGh3tPvCQEPBoGEhoT53n39bFSqSDEmYI8z+pqChYFBKWMrUaQGfwpqqK3nj4XvQ6HRccMcDxKakHvZjfF3dzn3vVrCzrY/jMuO465zZZMpRqJI0oRxNaOi3wANCiODB2/8EXIAb35gyZfBS4GsiGv5HM/hHK4T46ai9mglChoYkSRpNHf0d3PDFDWxu38yKRSu4fN7l8mCNJEnHJEURlNZ08nKZr/XC5VGYnRTBRUfZetHn6qO6q5pKa6X/cmf3Tga8AwBo1BpmRM3Y00o0GCiKDD70wNK4EgI2/gs+vgPcDjj+t1B4I2gm55k7Qghs77xDy4MP+VqHbrqRmEsuQRUUhOJVqK+wUrG6idotnQhFkDQjktnLTUxfHI9W9+2NVMca+9q1NPzqWtTh4aT+5c8EZ2QccFuvV6FpRzc1G9vZXd6OvceFWq0iOSuKjEXxpC+IwxA5iQPMlnXw7o3QuhUyz4CzHoPoaYFeVcC4PAqfV7by8joLX1W3owjIy4jh4qVmvjMniVD5b0mS/FwehcZhLUVDoaK6wet7txQZw4P3GXuWGqNnuruamPIXUG1/C1RBMP8i3+iy+FkBemXSsUQRCts7t7O6cTVFTUVsbt+MV3gxaMOYF5NDZngOKSELUdxRg4GfvcaCDbYA7f33fbjwYM1g2Gfv8M/I20NjwqJCdeg0MpAy0Wys72Ll+5WsrbWSYTRwy3eyOW12gtwvNUm4FTfbOrb5Q0Sb2jfhVtxo1BoWGBeQm5RLflI+c+LmjDhRxrl9O+2rnqHviy8Iio4m9sorif7RD1GHyHF1kjRZKXY7jvXrfU1CJSUMVFUBoI6IwJCbOxgUykc7bRoqlQqP4qHF3rLPKDFLr4WG3gacXqf/sTUqDcnhyXsCQcOag5LDktEFTc79URLUbt7IW394gLDoGC64/QEi4xMO7/4ddh54bzufbm9lWqyeO86ezamzJmnLuyRNcUcTGtIDYUKItm/d8BgkQ0OSJI2WKmsV131+HT0DPTy0/CFOnXZqoJckSZI0IfQ43Ly9qZGXyyxsbbSh06g5Y04iF+WkUDg97uBjQg7Co3iot9WPbCXqqqKjv8O/TaIhkezobGbG7AkTpYSnoFZNkIMdfW2+kUvb/gfGbDh3FaTmBnpVR8zd1kbL3ffQ98UXhC5ejOmhB9Glpfm/b+8ZoKq0hYrVTfS096MLCSJzWSKzC5MwpoYf8zskej/7jMabfo3WbCb1zy+hTdq30cLj8lJfYaWmvJ3azR0MODxotGpS58SSsTCOafPiCDFM8hae/i749F5Y/zcIT4KzHoXsc+AY/fuxs62Xl9dZ+N+GRjrtLhIigrlgSQoX5ZiZFivPKJekwyWEoMvhHhEoquu0D17vp6mnn+G724I1apZF2bhU9R4n9H2IVgzQkXQC/UuvJW7OKYTKcUDSEXJ7lRHjvbrsLiy2VrZa17GrbwPNrk248Y3tDXKn4u2biaNnBt5+M7BvUDQsWEP0YMtP9LAxYP4AkGH4131jwGQAaOoQQvBJRSsPf1hJTbudZekx3HbWLBaaowK9NOkw9Xv62di6kdKWUkqbSqm0ViIQ6DV6chJzyE3MJc+UR2ZUJiqViv5Nm2h/ehX24mI0RiOxV19F1IUXotbJAIAkTXTC7aZ/y1Z/k1B/+SbweFDpdIQuWYwhvwDdsiV0pEbQ4GjyNwUNBYMa+xrxKHvCwcFBwZjDzSOCQUPtQYmGRDRq+b51qqleU8R7Tz9GbHIK599+P4ao6EO+b9+Ah2c+38FfV+9GF6Tm+lMy+UVhGsEaeUKSJE1URxwakg5MhoYkSRoNn9V/xq3f3Eq4LpxnTn6G2bGzA70kSZKkCWlbUw+vljXwxsZGevrdJEeFcsGSFC7MSSElenRrjjv6O6i2VlPZVekfb1Zrq8UrfGMW9Bo9M6Nn+kabxWSRHZ3NjOgZhGpCR3Udh6X6I3jvN9DTAEsvg1PugpAJ2pJ0EEIIet56i9aHViJcLuJ/fRPRP/0pKrV6xDbNO7upWN3Mzg1teN0KceYwZheayFyaMPlDL0eg+/X/0XznnYTMnYv5xRfQRO/Z0TPgcFO7pZOa8nbqt3XicSkE6zWkzYsjY6ER85yYqdHYJARsfgU+vh0cnb5RQCfdCsHHXh22fcDDu5ubeHmdhQ313WjUKk6ZFc/FS80cn2mUY0ckaQwNeLw0dTup67T7Gor8f/rp6WzhfO+HXKr5mDiVjU1KBv/Vfo+dsSeTEhvubyhKjfVdGsOCjzokLU0Obq/iHwE2NObLOiwMZB02Bqx7sA2o1+kBvASF1hMUVo3GUE1QaCMAwhOGzp1NpJhHYvB8EvSx/vFfexqAtP4gUJReKw/wSIDv7+LL6yw89Wk1HX0uzpmfxO/OyCY1Vo6Wmay6nd2sa13nbyKqs9UBEBMSQ26ib5RZnimP6O1NtD39NP1l69GYkjD+6ldEnnceKu2x99lKkiYqIQSuXbv8TUKOtWtR7HbfCTJZGfTOz8CSHc32ZEHtQBMWm4UWRwuKUPyPYdAa9mkKGgoJGfXGiXOSnDTmtnzxMZ+8+CxJmVl8/5a7CTGEHdL9FEXw+oYGHv2oivbeAS5YksLvzsgiPkI21UnSRCdDQ2NAhoYkSToaQgj+uvWvPL3haebGzeXpk57GqDcGelmSJEkTntPt5ZOKVl4ps7B6p68RaPmMOC7MMXP67ARCtGNzsMPpcbKrexdVXVW+ZiJrFdVd1f4Z7mqVmmkR0/xjzbKis8iOySYuNG782m8G+uCLB2HNCxCWAGf9AWadMz7PPQbcrW203HUXfV99RWjOEkwPPohu2r6jpQYcbqrXtlJR1ESHpY8grZrpi43MLjRhyow6JtqHOv/yF9oe+wOGwkJSVj2N2mDA3jPA7k0d1JS301jZhaII9JE6MhYYyVhoxJQVRdBUCo507ID3fg27v4bkJXDOk5C0INCrGldCCDbUd/HyOgvvbm7G4fIy3Wjg4qVmvr8oBWP4JB41J0lThBACq92Fpc0Km/5DWvX/EdVfT2tQIv9SncNf7AU4xJ6d7cEaNeYYPdP2GnuWGqvHHK2XYwUnKI9Xobvf7R/5ZfWHgFyDgR/3Xrdd2JwHHgGm1wUNhn18LUChehtOTQVWZQvNri24FAdq1GRFzSMvqZCTpx3H/PjZ8qCfdFT6Bjz86atdvPTNbjyKwiV5aVx/8gyiDbJ9ZrJrsbdQ2lzqDxENNe2mhKWQm7iME1tiSP7P13i2VqBNTcV43bVEnH02qiD5O0eSAsHd0oK9pJTuoq9wlKxB1dkFQG98GDunh7I+1U1xYi99+j37PqKDo0e0BPmDQRGpRAdHHxP7SaRvt+6d//H1v/5K2sIlfPemW9Ee4mjKDfVd3Pv2NjY19LAoNYp7zp3DAtlKKEmThgwNjQEZGpIk6Ui5vC7uLbmXt3e9zZlpZ3Jf4X2EaGQKW5Ik6XA1dDl4bX0Dr5Y10NjdT2Solu8tNHHRUjNzTGPfsiOEoLGv0T/WrNJaSXVXNY19jf5tYkJi9gSJBsNEaZFpaNVjeLZm43p4+wZo3eIbyXTWYxBhGrvnG0NCCHrefIvWhx5CuN3E//rXRP/0JyNah4Zrr++lYnUT1etacfV7iDSGMqswiez8JAyRUy8wIYSg7Q9/wPqXvxJx1pkYbr6H3du62V3eTnNNDwiINIaSsdBIxiIjCWkRqKZaY4XbCaufgNVPgiYUTr0LlvwC1MfOQY2OvgH+t6GBV8oa2NnWh14XxDnzk7h4qZnFqXKHsCRNaIoXqt6HolXQsBYRGk33nEupMP+QGkco9VYHdZ17xqDZXd4Rd48PD/YHiczDAkXTYvQYw4Plv/9R4FUE3Q5f6McfABps/une6/ZQSKin333AxwvVBhFj8DX7DB/3tfft4SEhVG7Wt66nqKmIosYianpqAEgyJFGYXMhy03KWJS0jXHfsNetJ+JoWB3qhrxV6W3yXMem+EPUoaLU5efKTal4ps2AI1nDdSTO4tCBtzE7WkMaXEIKanhp/iGhdyzrfiTFC8N2WZM79vI/IeivajHTiV6wg/PTTD/hZTJKkoyOEwOq0Ymmuwlr8NZ51GwjftJuoFt/Jaj162DpNxeZ0FVunqVAlJZASnkJqROqIUWLmcDMRuogAvxppohJCsPq//2Dtm68yM/84zrru1wRpDr6PsqXHySMfVvLGxkYSIoK55cxszluQLFtRJWmSkaGhMSBDQ5IkHYnO/k5u/OJGytvLuXbhtVw1/yq5I1eSJOkoKYqgeFcnL5dZ+GhrCy6vwtzkCC7KMXPegmQi9eNbp25z2ai2VlPV5RttVmmtZGf3TtyK7wCSTq1jetR0smOy/UGimTEzR3enjtcNJc/BlyshSAen3g1LfgmTdAevu7WV5rvuwv7V1+hzckh66EF0qakH3t7lpWZDGxVFzTTt6EalVpE2L5bZhSZS58SgngINO8LjoenOu2n6uJTek35KW+RsOhvtAMSZw3xBoYVGYkyGqfteY9cXvrF81l0w70I4/UEITwj0qsaFx6vw9Y52Xl5n4bPtbXgUweLUKC5eaubs+SbCgjWBXqIkSYervtQXHqp6DzQhsPDHkH8dxE4H9rQU+cedde4ZfWaxOmi2ORm+my9Eq8YcPTJQNC12z+1j8YC/VxH09LtHNPwMjQEbedsX/ulyuOjpd3Og3afBGjWxBh1RQ0Efg44YvXav2yMDQYfSDiWEoNZWS1FjEaubVlPWUsaAdwCdWkdOYg6FpkKWJy8nPTJ96v6Ol0BRwNExGAZqhb6WPaGgEV9rBU//yPvmXg1nPjKqy6lq6eXhD7bzRVU7yVGh/PaMLL67wCQPFk4xHsVDRWeFv4WovHUDi7a7uPhrQUqnoHdaHLqrfsbs716KTiNbpyTpcClCoc3RhqXXgqXXQr2tnkZrLapt1cRuayJ71wAzmkEtwKmF3WkhtM5JxLUom8hZ8zFHpmKOMJMSloJeK8dGSodHUbx8/tcX2PTJB8w/5Tuccvk1qA9ywpXT7eUvq3fz3Bc78SiCK45L51cnzsAg9zlI0qQkQ0NjQIaGJEk6XFXWKlZ8vgKr08qDyx/k9LTTA70kSZKkKafb4eKt8iZeXmehotmGTqPmzLmJXJRjJj8jNmA7td2Km9qeWn+QaKidyOq0+rdJDktmZvRMX5hosJ0oOSz56A4GWWvg3Zug5ksw58K5qyA+++hfUAAIIeh5401f65DX62sd+smPD3qma1eLne3FzVSWNNPf68YQqSO7IIlZBSYijaHjtPrRIxRBc1U7m1f9j0ZHNM5QI6ggaXokGQuNpC8wTsrXdVh6W+Hj22HLqxCTAWc/DtNPDvSqxkVdp51Xyiy8tr6BVtsAsQYdP1iczMVLzcyIlw0TkjQltFdDyTOw6b++EPCsc6DgBjAv/da7DXi8NHb1UzcYIhoeKqq3OnB8S0tRauyw0WeTpKVIGQoAOYaN/BrR+LNnDNjQ7e5vCQDpNGpi9INBn8GGn5ihQJBeO/j1oQYgXxhoNMfD9bn6WNOyhqJGX5tQk70JgLSINJYnL6cwuZAlCUsI1Uzx3/HHAs/AsNDPsOCP/3LoTxsI7773D47wjSIOT/RdhiX4QtNhiYOXCRCRDCFj0zJRvLODhz7YztZGG3OTI7jtzFkUzIgbk+eSAs/pcbKxbSNrGkuwv/8RBR/Uk9gNu0xqtnx/LqaTziTPlE9mdKYciShJgzyKh2Z7sy8YZLNQ31vvDwlZei24PE5S22B+rWB+LcyyCHRugaJW4chMRrV0AdHLjycl9xSCQw2BfjnSFOH1uPnguSepKv6apeddwHE/uvRb3+8LIfhoWwsPvLedhq5+vjMnkdvOmkVqrAyrSdJkJkNDY0CGhiRJOhxfWr7k91//njBtGKtOWcWc2DmBXpIkSdKUt7Wxh1fKLLy5sRGb04M5JpQLl5i5YEkKpqjAH3ARQtDR30GltXJPmKiritqeWgS+9+lh2jBmRs8kKybLHyaaHjX98MZaCuE78PjRbb7RBcf9Gpb/GrSTczSmu6WF5jvvwv7NN+iXLvW1DpnNB72f16tQt6WTiqIm6rd2IgQkZ0Uze3kSGQuNaCZw44LXo9BY3UVNeQe7y9tw2NyoFA8JMR6yz15A2vy4KTl+bR+KAuv/Cp/e5zujfvlNk/rv8qFyur18sLWZl9dZKK2xolbBCTONXLzUzMnZCeg08gCNJE1Jva2w9kVY9xdwdkNqPhSsgJnfOezmQCEEnYMtRcMDRUMBo5YDtBRNix029ixm7FqKFEVgc7r3NPwMC/9YHS667e6Rtx2+ZiDlQAGgILV/tNfwxp/ovcM/gyPAYgw6QrVB4xqUUoRClbXKP3KsvK0cj/Cg1+jJS8qjMLmQwuRCksOSx21N0lHY34iwEa1Aw673d+3nAVRgMO4/ALR3QEgX+IN1iiJ4e1MTj31URWN3PydlGbn1rFnMTJAB5qmuu6+T7f/+I7p/vIW+006FGV4+PoiWzBiWJS0jNymXvKQ8zOEH/3wmSZOZy+uioa+Bht4G6m31I4JBjb2NeITHv21IUAhz3fEsawhm5k4n8dtb0dgcAOgyMjAUFGAoyEe/dClB4fLnqDT63ANO3nliJbvL13Pcj3/OsvMu+NbtK1ts3PdOBcW7OslKCOeuc2dTKAPCkjQlyNDQGJChIUmSDoUQgr9t+xtPrn+S2bGzWXXyKuL18YFeliRJ0jHF6fby0bYWXimzULSzE5UKjss0cnGOmVNnxxOsmVhhkX5PPzu7dlLZVelvJaruqsbh8e1UClIFkRaR5httFpNFdnQ2M2NmEhd6kA/w9g746HbY/F+IzYRzn4a0wnF4RaNPCEHP//5H68qHEYpC/G9+TfSPfnTQ1qEhfV1OKkuaqShqprfTSbBeQ1ZuIrMKTcSlhI3x6g+Ne8BLfUUnNeXt1G3pZMDhQaNVEdu7g9i6YuauuBDj988O9DLHT/NmX2tWYxmkHw9nPwFxmYFe1ZgRQrC10cbLZfW8Vd5Er9NDaoyei3JSuGCJmcTIqR2UkiRpmIE+2PhPKPkj9NRD3Ezf2LL5F49aaNLp9tLY3e8PFdV17hl7tr+WooSI4BFjz4Y3FsUZgul1erAOjvk62Biw7sExYAcKAGmDVHvCP/4QkNYf+hkKBUXr94SE9LrxDQAdqi5nFyVNJf6gUKezE4DsmGwKTb6Q0ELjQrRB4ztaV/oWRzMiDHxjgr8tADQUEDIYIWjyjflwur38vbiWZ7/YiX3Aw4VLzPz69JkkRMj3KVOd4nLR/eqrtD3/PKKjk6bZ8fy7UGFdXDfga9HNTcolNzGXZUnLDv5ZVZImIIfbgaXX4gsG9Q4LBtksNNub/Sd7ge+EL3O4GXO4mdSIVNJEHKk7uoncXIdSVo673gKAJj4eQ34e+vx8DPn5aBOOjfHaUuA47X28+eh9NFZt57QrrmX+Kd854LZddhdPfFLNv9fUERGq5TenzeRHy1LRBMkTlSRpqpChoTEgQ0OSJB2My+vivpL7eGvXW5yRdgb3F94vq8QlSZICzGJ18OrgaJ+mHifRei3fW5TMRTlmZiWNTYX/aFCEQkNvA1VdVVRaK6m2VlPZVUmLvcW/TVxonH+sWVa0r5koNSIVjXqvAxA7P/OFL7rrYPGlcNq9EBo9zq9odLibm32tQ6tXo1+2zNc6lJJyyPcXiqChqouKoiZqyttRPIL4aeHMXm4iMycBXej4Hrxx2t3UbumgZmM7lgorHrdCsEFD+rw4UlPVKI/+BtHaTMqqpwk77rhxXVvADPTCFythzfMQGgNnPATzL4IJeDB4NHQ7XLy5sZGXyxrY3mwjWKPmrHlJXJRjJjc9JmAjFiVJmgC8Hqh4E4qehpbNYIiH3Ktg6WVj+nt8eEvR3iPPLFYHzT3OQ34sbZBqcNzXnoafPY0/e8aCDQ8DGSZoAOhQeBQPWzu2srpxNcVNxWzt2IpAEBUcRb4pn+XJyykwFciD6YEw5iPCEiEs3vdvc5L+/T0cXXYXz3y+k3+W1qJRq7niuHSuPGE6YcGTLwglHR7F6aTrP/+l809/wtvVhXr5Mrb/YAFfhtaztmUtva5eADKjM8lN9LUQ5STmYNDKkUvSxGBz2bDYfA1B9b311Nv2NAa197eP2DY6OBpzxGAwKDzVHxAyh5uJFKH0b9iAo6QEe3EJzu3bQQjUBgP63FwM+fkYCvLRZWRM2vc10uRj7+7i9ZV302mp56zrbyYrf/l+t/N4Ff69pp4nPqmmb8DDT3NTuem0mUTpdeO8YkmSxpoMDY0BGRqSJOnbWJ1WbvriJja0beCaBddwzYJr5AcCSZKkCcSrCFbv7OCVMgufbGvF5VWYnxLJRTlmzl1gIjJ0cpzh3TPQ4x9rVmmtpLqrmp3dO/Eovirs4KBgMqMy/a1EWdFZzIyeSRgq+PJhKHkO9LFw1qMw+3uT8qCGEILu116j7eFHEEIQf/NviP7hDw+5dWiIs89N1ZoWKoqasDbZ0ejUzMhJYHahicSMiDH7PW7vHqCmvJ2a8naaqrtRFIEhKpiMBXFkLDJiyozCtXMnlssvR3G5ML/wPPpFi8ZkLROKEFD5Lnzwe7A1wpJfwKl3T9qA27dRFEHxrk5eLrPw0bYWXB6FecmRXLTUzHcn0c8jSZLGiRCw+ysoWgW7PgOtARb/DPJ/BVGp474cp9tLQ1e/v5Wos2+AiFDtsAagPSGhsGDNlP9c3GpvpbipmNWNqylpLqHX1YtapWZ+3HwKkgtYblrO7NjZBKknVtPllDBmI8IGA0ATbETYRFTf6eDRjyp5d3MzcWE6bjx1Jj9capYNBccAxW7H+s9/0fnXv6LYbISfcQYx1/6KmhgXpc2llDaXUt5WzoB3AI1Kw9y4ub4moqRcFhgXoAuSB6alsSGEwOq0+oNAQ8Ggofag7oHuEdvHh8ZjjtgTChp+PVy3Z3SY8HpxbtuGvbgEe2kp/Rs2IFwu0GrRL1iAvsDXJBQ6bx4qjQxQSuPP1t7Gqw/cTl+XlfN+fRtpC5fsd7vVOzq4791tVLf2UTgjlrvOmUNWohyTJ0lTlQwNjQEZGpIk6UB2dO3g+s+vp6O/gwcKH+A76QeufJQkSZICz2r3NXu8UmahsqV30jd7uL1uanpqqOqq8o83q+qqGrEzLCUsheyYbGZqI8ne/hFZrVUkpZ+K6pwnIPLQm3omEndTE8133Im9uBh9bi5JDz6ILiX5sB9HCEFrrY3tq5uoLmvDM+AlOlHP7OUmsnITCQ0/+h3a3a0Of1CodbcNgKgEPRkL48hYGE/8tHBUg3/vHBs2YLn6GtQhIaT+5c8EZ07dkVx+3fXw/m+h+kOInwPnPgXmZYFe1ahr7O7ntbIGXl1voaGrn8hQLd8fbD6bbZq4zWeSJE0gLVuh+BnY+povMDHn+1C4ApIWBHplxwyX18WGtg0UNRaxunE1O7t3Ar6DjoXJvpFjeUl5RAZHBnilk9hYjggLHwwETeIRYRNRuaWbh97bztpaKxlGA7d8J5vTZidM+dCgBF6bDevf/o71739HcTiIOOccjNf+Cl1aGgPeAcrbylnTvIbS5lK2dW5DEQqhmlAWxy8mN8nXRJQVk4VaJYNm0qFThEKbo21PMMjmGyU2FAyyu+3+bdUqNUmGpBFtQUPBoJTwlANOCRBC4KqtxV5S4msTWrMWxeb7LB+cne1vEtIvWYJaL4OlUmB1Nlh47cE7cA84+f7v7yE5a9Y+29R12nngve18UtFKaoye28+exenyd7UkTXkyNDQGZGhIkqT9+brha3739e/Qa/SsOnkVc+PmBnpJkiRJ0iESQrClsYeX11l4u7yJ3gEPqTF6LspJ4fwlKSRFTt4Rk0IIWh2tVHdVU2mt9AeJ6m31CHyfCcIVhSy3l6yEJWTN+gFZsbOYETVjUp31KYSg+9VXaXvkURCC+N/9lqiLLz7inR4up4ed69vYXtRES40NdZCK9AVxzC40kTLr0ANlQgg6Gvqo2egLClmbfDstjanh/qBQdJJ+n3X2fvkljTfehDYhAfNf/nJEIahJxev2tV999Yjv9km3Qe7VEDR1mnYGPF4+rWjj5TIL3+xoRwhYPiOOi5aaOX12AiFa2TwhSdIR6GmA0udh/d/B1QvpJ0DhDTD95EnZIjjR1dvq/SPH1raspd/Tj1atZXHCYpabllOYXMiMqBnyoMvBjPaIsOEBoGNwRNhEI4Tg0+1tPPzBdna121mWFsNtZ89ioTkq0EuTxoGnqwvrX/6C9V//RrjdRH7/exivuQZt8p7PMzaXjbKWMn+IqKanBoCo4CiWJi4lLymP3KRcUsNT5c9TCY/iodnePHKUWG89FpuFhr4GBrwD/m01ag0pYSkjxocNhYSSw5LRHuLnS09HB/aSUuwlJdhLSvA0N/se35SEoaDAFxTKy0MTGzsmr1mSjkTLrh28vvJu1Go1F9x+P8Zp6SO+3zfg4bkvdvKXb3ajCVJx3ckz+GVhutwXIUnHCBkaGgMyNCRJ0nBCCP5R8Q8eL3uc7JhsVp28ikRDYqCXJUmSJB2hfpeXD7c188q6BkpqOlGr4PiZRi7OMXPKrAR0mqlx5qPD7aC6q9oXJmpeR1Xdl+xQHPQPjvbSqDSkRaaRHZNNVnSWf8xZTEhMgFf+7XytQ3dgLy5Bn5+H6YEHRuygPhKdTX1sL2qmqrQFp91NWEwwswpMzCpIIjwmZJ/tFUXQUtPjDwr1djpBBaYZUWQsNJK+II6IuAMH0XrefpumW28jJCsL80t/mvo7IutL4d2boK0Css6GMx+BKHOgVzVqqlp6eXmdhTc2NtDlcGOKDOGCHDMXLknBHCPPRJUkaZT0d8P6v8GaF6C3GRLmQcH1MPcHUyqAOd4cbgfrWtaxunE1RU1FWHotAKSGp1JgKmB58nKWJi5Fr5U/z0dtRJi/FUiOCJvsPF6F/66z8NSn1XT0uThnfhK/OyOb1Fj5/+9Y4Glvp+Oll+j+z38RQPSFFxB71dVoE+L32bbN0caa5jX+EFGroxWAJEOSf5RZXlIecaFx4/wqpPHi8rpo6GvYbzCoqa8Jj/D4tw0JCiElPIXU8NSRwaCIVBL1iUc0BtTbZ8dRts7XJFRSykB1NQDqyEgMeXkY8vMw5OejTZVBNmlismzbzBuP3k9oeAQX3HE/0Ykm//cURfDGxkYe+bCStt4BfrA4md9/J5uEiH33Z0mSNHXJ0NAYkKEhSZKGuL1uHljzAP/b8T9Om3YaDxQ+IHcWSpIkTSF1nXZeLWvgtfUNtNicxBh0/hFCU27OtxB4t7yK5ZPbqBT9VKcXUBkRS1X3Dtocbf7N4kPjmRkzc0SYKDU89Yh2zI0VIQTdr7xK2yO+1pr43/2OqIsvOuqde163Qs2mdrYXNWHZ3gUqSJ0Vw6xCE6lzYmje5QsK7d7UTn+vG7VGhTk7hoyFRtLmx6GPOHhzk/Uf/6D1oZXoc3NJee5ZgsLCjmrNE5rDCp/eDRv+AREpcNajkH12oFc1Knqdbt7Z1MzLZRY2WbrRBqk4fXYiFy01s3xGHEGTbPShJEmTiMcFW171jS5r3+77+Zp3DSy5FIKn2HuXMSCEYEf3DooaiyhqLGJD2wbciptQTSjLEpf5xo6ZCkmNSA30UsePHBEmHaW+AQ9/+rqGl76uwaMoXJKXxvUnzyDaMHlaTaUj525upuOFF+l+/XVUQUFE/+hHxF5x+QFPjBBCUGer84WIWnxBIpvLNwpqRtQMX4goMZecxBzCdfL32mTicDv8Y8SGgkEWm++yxd7ib0IGCNOG+YNA/lFig7eNocaj/mwv3G76t2zBXuxrEurftAk8HlQ6HfqcJejz8zHkFxAyKxtV0MTZ1yFJ+7OzbA3vPvUwUQlJnH/7fYTH7AlYbqzv4p53Kthk6WaBOYp7zp3NotToAK5WkqRAkaGhMSBDQ5IkAXQ5u7jpy5tY37qeK+dfybULr5VztyVJkqYoryL4ekc7r5ZZ+KSiFbdXsMAcxcU5Zs5dkER4yBQ6g99hhY/vhPJ/QUwGnPMUXab5VHVV+UabWauo7Kpkd/du/9l+oZpQMqMyfWGi6GyyYrKYGT0z4EFad2MjTXfcgaOkFENBAUkP3I/WZDr4HQ+BraOf7SXNVBY309c1rA49OIi0ubFkLDQybW4sutBDO/glhKD96afpfOFFwk87DdMfHkMdHDwqa51whIBN/4WPb/c1Y+T/Ck64BYInd0BKCMHa3VZeLrPw/pZmnG6FrIRwLlpq5vuLkomRB8YkSRpPigI7P4GiVVC3GoIjIecXvtGPEUmBXt2E0jPQQ2lzqT8o1NbvC0tnRmey3LScguQCFscvnlRjWw/JUY8IixzZALS/EWHhCRASJUeESQC02pw8+Uk1r5RZMARruO6kGVxakCbHohwjXBYLHX98np633kIVEkLMJZcQ+4ufExQV9a338ypeKrsq/U1EG1o34PQ6CVIFMSduDrmJvhaihfELp97P6UnI5rL5g0CWXgv1tnp/QKijv2PEtjEhMXsag8JTfdcHQ0JRwVGj2ugjhGBgxw4cpaXYi0twrF2L4nCASkXInDm+cWMF+YQuWoQ6RLavSJNHxdef8+HzT5GQMYMf3HIPoeERgO937iMfVPK/jY0Yw4O55TvZfH9RMmp5ApMkHbNkaGgMyNCQJEm7undx3WfX0eZo477C+zg7Y2qcFS9JkiQdXGffAG9sbOSVMgvVrX2EaNWcNS+Ji3PMLEuPmTpV1TVfwbs3grUGFv4ETn8A9HtGk7m8LnZ179oTJuqqotJaSa+rFwAVKszhZt9Ys+gsXzNRTBYJ+oRx/W8khKD75ZdpffQxVCoV8b//HVEXXjhqa1AUgaXCSmN1F6YZUaTMikZzmAc+hNdLy3330/3yy0RdeAGJ99wzdc9mbK+G934Ntd9AylI450lInBfoVR2VNpuT1zY08GpZA7s77IQFazh3gYmLl5pZkBI5dX4mSJI0eTWu94WHtr8NqiCYf7FvdFl8dqBXFhBexUtFZwWrm1ZT1FjElo4tKEIhXBdOflI+y5OXU2AqIMGQEOilHr6xHBE2vClIjgiTjkJVSy8Pf7CdL6raSY4K5eYzZnLeAnkg81gxULObjmefxfbBB6gNBmJ+8XNiLr30kBtWXV4Xm9o3UdpcSmlzKds6tuEVXkKCQlgUv8g/yiw7JntCteFOFUIIrE7rnqagvYJBPQM9I7aP18f7GoIGR4kNhYTM4eYxb4pyt7T4m4TspSV4232hJd20aegL8n1BoWXLDhpck6SJasMHb/PF3/5E6tz5nHfzHehC9TjdXv6yejfPfbETj1dw2XHpXHvSDMKCZZujJB3rZGhoDMjQkCQd275p+Ibfff07goOCWXXyKuYb5wd6SZIkSVIACCHY1NDDy+ssvLOpib4BD2mxei7MMXPBkpSpMRvc3Q9fPwZFT/vOEv/OwzDvggOeLS6EoMXe4g8QVXdVU2mtxNJr8W8TGRzpH2s2FCbKiMxAGzS2bU2uhkaa77gDR2kphsJCku6/b9Rah46G4nLR9Nvf0fvRR8ReeSXGm26cmiETdz988zisfsp3kPHUe2HxpaCenC2Nbq/CF5VtvFJm4YuqdryKYFlaDBctNXPWvET0OrlDTpKkCci6G0qeg43/8o2RyjwDClfAtMIp3wTT0d/haxJqKqKkqYTugW5UqJgbN9c/cmxu3Fw06gn683u0R4QNtQPtfV2OCJPGUfHODh76YDtbG23MTY7gtjNnUTAj7uB3lKYEZ1U1Hc8+Q+8nnxIUGUnM5ZcR85OfoNYfXiCxz9VHWWsZa5rXUNpcys7unQBE6CJYlrjMN84sKZe0iLSp+TlrDChCoc3Rtk8gaOi2w+Pwb6tWqUkyJO03GJQSnkKoJnTc1u212XCsXesPCrl27wYgKCbG3yRkyMtDm5w8bmuSpLEghKDktf9Q8tr/Y8bSPM5e8TuCtFo+rmjlwfe2U291cPrsBG4/exbTYg2BXq4kSROEDA2NARkakqRjkxCCf2//N4+VPUZmVCbPnvLs/2fvvuOrqu8/jr9u9oaEJGQnQMKWGTZhiaDgHqhVW20dbUVw1T2qP+usRYZt1U61WqgbGcqUPQKyV1jJzYAkZO87zu+Pm4REUFYuN+P9fDx4JLnne8/5nBDIHe/z+RDhH+HqskREpBmorLGxcGcOc1PNbDpSgJsJxnQLZ0pyLOO6h+Pl0TKDEfWO7YL50xydChLHw+Q/QXD8Wd+9rKaMtKI0x2iz2jDRgcIDVNscY7083Dzo0q5LfZCo7mN7n/ZNehqG3U7hf/9L7h/fdHQdeuJx2t94o8tePLaVlZP5wFQq1m8g/PHH6XDXnS6pw+kOLoUFj0DhUUd3iwkvOcaXtECH88qYm2rms61Z5JVWExbozQ0DYpiSHEPnsJY9Xk1E2pDyE7D5b7DpHag4AVEDHOGhHldDK+nKYLFZ2Ja3rT4otK9gHwAdfDrUh4SGRQ0j2CfYtYU6ZURYXRhII8Kk+bPbDb7ans0b3+wnq6iSMd3CePKKHnSLcG4HEmk+KnfuIm/2LMpXrca9QwdC77uX9jfffN6jmvMr8+tHmW3I2UBOeQ4AHf061nchGhI5hHC/lvl8pKlY7VZyynMajxIrzcBcYiazLLP+uTo4nq/HBMQ4gkFBji5BdSGh6IBop18A9GPsNTVUbv3e0Ulo/Xqqdu0Cux2Tnx9+yQPxHzYc/+HD8E5KwtRCL1YR+SHDbmfF++/x/aL59Bo9ngn3PUBaXgUvfr2btQdP0LVjAM9d2YuRSQrhikhjCg05gUJDIm2PxW7h5Y0v88mBTxgXO45XUl7Bz1OtuEVE5FRH8sv5X6qZT7ZkkltaTQd/L64fEM3Ng2JJDG/BL37bbY43GJe9CIYdxj4FQ35z3lej2+w20kvTHaPNCvazr3AfBwoOkFeZV7+mo19Huod0p2tw1/rxZrGBsbiZLuwFv5rMTHKeepqKTZvwHznS0XUoMvKC9nmurAUFmO+9j6q9e4n8w0u0v/bai3r8i6L0GCx+EnZ/Bh0SHWGzzqNdXdU5q6ixsmBHDvNSzWw+Woi7m4mx3cK5eVAsY7qF4emuF6BFpIWyVMK2j2D9HMc40uAEGDbVMZa0BY6eyirLYm3WWtZkrWFjzkYqrBV4mDzoF96PEdEjGBk9kq7BXS/4ccQZNemIsIhTA0AaESatUJXFxr/XHWXOioOUV1u5aWAsD0/o2jq6t8pZqdj6PXmzZlGxYQMeHTsS+ptf0/766zF5eZ33Pg3DwFxqZkPOBjbmbGTTsU0UVRcB0Lld5/ouRIMiBhHkFdREZ9J81NhqyCzLPG0wKLssG6thrV/r4+5DbFAssQEng0F1HyP8IprFqDfDbqd63z5HSGjdeiq2bMGoqgJ3d3z79KnvJuTbp88F/dyINFd2m41v/jqTPauWM2DSNfS74Q7eWnaQDzdmEODtwcOXdeW2IXF46DUKETkNhYacQKEhkbalqKqIh797mM3HNnPPJfcwtf9U57/IKCIiLZ7VZmdVWh5zN5tZtjcXq92gf1x7bk6O5cq+US13nnhxJix4FA4sgsh+cPUsiOzbZLs/UXmC/YWOIFHdxyPFR7DVXl3v6+FbHyKq+5jYPvGcw7yG3U7hxx87ug65u9Pxicdpd8MNF6XrkCU7m4xf3Y0lO5voGTMIHDfW6ce8qOw2SP2HI2BmrYaUR2Dkg+BxflcLu4JhGGwzFzEv1cz87TmUVVvpHOrPTcmx3DAgmnC9gSUirYndBvsWwLpZkLkZfENg8D0w+F7wb75XKVdaK0k9lsq67HWsyVrD0ZKjAET5RzEyeiTDo4czJGIIAV5N1AnugkeEeTcIAGlEmMjpFJbXMGfFQd5ffxQPNzfuSenEvaO7tNznTnLOyjdsIG/mLCq//x7P6GhC77+fdldfhcnjwn8G7Iad/QX7HV2Ijm1g6/GtVForcTO50atDr/oQUf/w/ni7t4znLhWWCsyl5kYjxOpCQsfKj2Fw8n3AAM+Ak4GgwMbBoDDfsGY5vq0mM5PydesoX7+eivUbsBUVAeCV2MXRSWjYMPwGD8I9QF1fpXWz1tTw9czXOJS6kWE33UZa1FBmLE2jpNLC7UPjeWh8V4L9FZYTkR+n0JATKDQk0nYcLj7M1GVTOVZ+jBeGv8BVXa5ydUkiItIC5ZdV8/nWLOammjmYW4avpzuT+0Ry86BYkuODm+WLcz/JMGDPl7DoMSjPh2G/hTFPgpdzZqVX26o5WHSQAwUH2Fewrz5MVGYpA8CEifigeLqFdGsUJjqbFz5rzGZH16HNm/FPSXF0HYpw3vjR6kOHyPjV3djLy4n9y5/xSz7luVrLlr0Nvn4IsrdC5zGO7kIduri6qrNWUF7DZ1szmZdq5sBxx7/VSZc4/q0OSmiB/1ZFRM6FYUDGBkd4aP9C8PBxdB0adn+z+L/cMAyOFB9hTdYa1mavJfVYKjX2GrzdvUmOSGZk1EhGRI8gISjh3P6/booRYQ07AGlEmMgFyzhRwevf7OPrHTmEBngxfXxXbhkUqw6PbYRhGJSvXk3ezFlU7d6NV0ICoVOnEjTpiiYdM2WxWdiet52NxxzjzHbk7cBm2PBy86J/x/6OUWYRQ+jZoadLO+0UVxeTWZpJRmkGGSUZZJRm1H+dX5nfaG2IT0ij8WGxQScDQu292zf75zPWwkIqNmygfJ1j5JglMxMAj/Bw/Ic7xo35DRmKZ8e2PV5O2paaygq+eOMlzLt30Omq23knL4r9x0sZ1rkDz1/dk+4Rra9Tmog0PYWGnEChIZG2YV3WOh797lE83T2ZOXYm/cL7ubokERFp4QzD4HtzEfM2m5m/PZvyGlvL7l5SWQhLnoet/4b28XDlDEi89KIc2jAMssuz2Vewr1GYKKssq35NsHcw3UK60S24m+NjSDc6teuEp5tn433Z7RR+9DG5b76JycODjk88Qbvrr2vyF1Qrt2/HfO994OVJ3Hvv4dO9e5Pu36WqSmDFy7DpHfALhctfgd43tIg3R212g9VpecxLNbNkz3EsNoO+sY6uYFf1jSTQx/PMOxERaW3yDsD62bD9v2CzQI+rYMR0iLm4YdfSmlI25mxkTdYa1mWvI6c8B3CMlRkRPYKRUSMZ0HEAPh4/eAzl9BFhERAQrhFhIk62zVzEywv2suloAZ3D/Hni8u5c1rNjsw8+SNMwDIOyZcvImzmL6rQ0vJOSCJ32AIHjxzvlZ6DcUs6W41vYkLOBDTkbSCtMAyDQK5BBHQcxJHIIQyOH0qldpyY9vmEYnKg68aPBoOLq4kbrw/3CT+kUVPd1k3XXu0jslZVUbNlK+XpHN6HqPXsBcAsIwG/IkPqRY16dmvZ7LtJSVJQU89krvyf36CGy+1zLJ8UdiQ3x5elJPZnYS78PReTsKTTkBAoNibRuhmHw8b6PeX3z63Rp34XZ42YTFRDl6rJERKSVqaixsmBHDvNSzWw+Woi7m4mx3cKYkhzL2O7hLesq2qNrYf50OJEGfW6GiS+7bJxJaU0pBwodIaK6jwcLD1JjrwHA082TxPaJp4SJgryCqMnIcHQdSk3Ff/QoIl98Ec+OHZukrrI1a8mcNg2PDh2I+/vf8IqLa5L9ulxd16nFTzjegE3+JVz6HPi2d3VlZ2QuqOB/qWY+2ZJJdnEVwX6eXNc/hpsHxdItItDV5YmINA+lxx2B0M1/g6piiBsOI6ZB0kRowm4PdeyGnb0Fe1mX5Rg5tj1vOzbDRoBnAEMjhzIiajgjgrsTaacJR4TVBoDqOgQFRjgCsBoRJtIsGIbB0r25vLpoL4fyyhmcEMKTk7rTPy7Y1aXJRWLY7ZQsWkT+nLepOXIEn169CJv2AP6jRjn1DfMTlSfYdGyTY5xZzob6C1TCfcPrR5kNiRxChP+ZO9XaDTu5FbmOMWK1oaD6sWIlGVRYK+rXupnciPSPJC4wrj4UVBcMig6MxtfD12nn7GyG1UrV7t2Ur19P+foNVG7dimGxgKcnfv374z98GP5Dh+LTu3eTjKQTaclKT+Qz7/+eoTD3GIvDJ5Id1In7xybyq5Gd8PF0XfczEWmZFBpyAoWGRFovi93Ca5teY+7+uYyJHcNrKa/h56mrBkVExLkO55UxLzWTT7dmkldaTWiANzcMiOam5FgSw1vIlYLWalj9Jqz+E3gHOoJDfW9pFp1mrHYrR4uP1o8121+4n30F+yioKqhfE+UfRdeQrnRv340Bq4/R/h9f4+blRcennqLdtddc0IvRJQsXkvX4E3h37kzse+/iGd5KWqkXHoWFv4O0byHiErjyrYvegeJcVVlsfLP7GPNSzaw9eAKTCVKSwrg5OZbxPcPx9tALbyIip1VdCls/gA1/hmIzhHaF4Q84wsIe3he064KqAtaZV7E2YznrjqdSYCkFoIdnMCPdAxlhMdGnvATPstxzHxEWWNcRSCPCRFo6q83OfzebeWvpAfLLapjcJ5LHJ3YnroNet2srDKuV4vlfk//221gyM/Ht14+wB6fjP3ToRTm+udTMxpyN9X8Kqx2d6hKCEuq7EHVp34WcshxHx6DSDMwl5vpwUN2FLAAebh7EBMQQFxRHXGAcMYEx9SGhKP8oPN1bR7dTwzCoOXK0vpNQxcZN2Esdv+e9e/RwdBIaNgy/gQNw89O/ZZE6J7Ky+OD3T1JVVsZX4VcwdPggHru8OxHtWliHchFpNhQacgKFhkRap+LqYh757hE25mzkrt53Mb3/dJfOqxYRkbbHarOzcn8ec1PNLN+Xi81ukBwfzJTkWCb3icTfuwVcaZe7D+ZPA/NG6DQarnoLQjq7uqrTyq/Md4w1KzgZJjpachS7YadjgcEDC6Gr2UZO32hKHvwZiUmDSWyfeOoIlJ9Q8NFHHP+/l/AdOIDYP/8Z96BWMGveWuMYWfPdG2Byg3FPw+D7mnVHht3ZxczbbOaLbdkUV1qICfblpoGx3JgcQ3T7lnulrojIRWezwO4vYN1MOLbTEcwZcp+j05zvD7p+/MiIMGtpDjuKD7GmMpN1tlL2uNkwTCaCbTaGV1YxoqKSYZVVhNqNxiPC6kNBGhEm0paVVVt5d9Vh3lt1GKvdzh1DE3hgXCLB/l6uLk0uEqOmhqLPPif/r3/FeuwYfkOGEDZ9Gn4DBly0GuyGnbTCNDbkbGBjzkZSj6dS+YMOdz7uPsQGOToE1QeDakNCHf06ttrXna15eZRv2ED5uvWUr1+P9dgxADyjovAfMdwREho6FI+QEBdXKtI8rd6wnTVz/oDNZmdv31t4+NZLGRiv7noicmEUGnIChYZEWp+jxUeZunwq2WXZPD/sea5JvMbVJYmISBuXW1rF51uzmJtq5nBeOX5e7lzZJ5KbB8UyIC64ec8tt9thyz9h6e/BVgNjnoBhU6EFXC1Zaa3kUNEhR5gofx9BX60i5WszFg/413g31lziTkK7To1Gm3UP6U6ob+NxbIZhkP/2n8mfM4eAsWOJnvEn3HxawRVh6evg64cgbx/0uAoufxXaxbi6qtMqrrTw1TbHv6FdWSV4ebgxsVcENyfHMrxLB9zcmvG/IRGR5s4w4PBKWDcLDi0HT3/H7wVr5WlHhB1zd2etrw9r/XzZ4OtDqZsb7gb0dfNjuG8UI9t1pUdID9yCIjUiTETOyvGSKmYsOcC8VDP+3h5MHZvIL4YnaGRLG2KvrqZo7jzy330XW34+/ikphE2bhu8lvS96LRabhZ35O8ksyyQ6IJq4wDhCfUOb9/P2JmIrK6di8yZHJ6H166lOOwiAe7t2+NV2EvIfNhTP2Ng28f0QOV+5JVXM+PAbAlf/G6u7N4l3PMwtlyXrtQsRaRIKDTmBQkMircv67PU88t0jeLp58tbYt+gf3t/VJYmIiNQzDIOtGYXM3Wzm6x05VNTY6BLmz5TkWK4fEENY4IWNBHGqkmxY9BjsnQ8dL4GrZ0L0QFdXdc6qjhwh/YnfYd++m7wBCSy4MZbv7UfJKc+pXxPiE0JCUAJxQXHEB8TR5z+bCfxqNf5XTyb2D69g8mz+gamfVH4CljwH2z6EdnEw6Q3odrmrqzqF3W6w4cgJ5m02s2jXMaqtdnpEBnFzcgzX9o+mvZ+uQBcRaXLHdsK62XBwGfiFQEBHqv3D2OLtwVqjnLVVORyqygego28YI6NTGBEzkiGRQwjyagUd+ETEpQ4cL+WVhXtZsT+P6Pa+PDqxK9f0jdabrG2IvaKCwo8+4sR7f8NWXEzA+EsJe2AaPt26urq0VsmwWKjcsaO+k1Dljh1gtWLy9sZv4ED8hw/Db9gwfHr0wOTm5upyRZq9aquNf6w5yhdfLWVs9iI8AoO57fd/IDI6ytWliUgrotCQEyg0JNJ6zN03l1c2vUKndp2Yc+kcogOiXV2SiIjIjyqrtrJwRw5zU81sSS/Ew83EuO7hTEmOZUy3MDzcm+kLcnu/hoW/c3QdGHwfjHsGvANcXdU5MWw2Cj74gLwZb2Hy9ibi6acwJo4mrSiN/QX7OVB4gPSSdLIK07n5k1xG7jGYP9jEh+PcCPULd4SJguKJC6z9GBRHbGAsvh7NfDSWYcC2/8C3z0J1iaNj1OjHwMvf1ZU1cqy4ik+2mJmXmklGQQWBPh5c0y+Km5Pj6B0dpCtaRUSczG7YySjJYG32WtZmrWXzsc1U2arwdPMkuWMyI6JHMCJqBF3ad9H/ySLiFOsO5vPyor3syiqhd3QQT13Rg+GJoWe+o7QatrIyCt5/n4J//BN7eTlBV1xO6NSpeHdunuOyWwrDMKg+kEbFhvWUr1tPxebN2CsqwM0Nn9698R86FP/hw/Dt3x8372Z8UZNIM2MYBkv2HOcPC/filb6DifnLCI6J49ZnX8KvXXtXlycirYxCQ06g0JBIy2e1W3lt02v8d/9/GR0zmtdGvYa/Z/N680tEROSnHMwt5X+pmXy6NZP8shrCAr25YUAMU5Jj6BzWDAM5VSWw7EXY/DfHOKvJf4KuE1xd1TmrPnKEnKeepvL77wkYN46I3z+PZ3g44LjCNXPadMrXrIHf3EHG1QPIKDWTXpJORmkG6SXpFFQVNNpfR7+OxAfFExsYWx8mig+MJzYoFm93F7/gmrsPFjwM6Wshdihc+Sfo2Mu1NTVQY7WzfN9x5m42892BPOwGDOvcgZsHxXJ57wiNphARaWI1thqyyrIwl5rJLM1s/LEsk2pbNQAJQQkMjxrOiOgRJHdMxs/Tz8WVi0hbYbcbfLU9mze+2U9WUSVjuoXx5BU96BYR6OrS5CKyFRdz4p//pOD9DzCqqmh39dWE3v9bvGJjXV1ai2HJzqZ8/QbK16+nfMMGbPmOjoFeCQn1nYT8Bw/GvV07F1cq0jKlHS/lxa/3sDotn7HGQXqnLyWmey+ufexZvP30PpWIND2FhpxAoSGRlq2kpoRHVz7K+pz13NnrTh4c8CDubnpTSUREWiaLzc6KfbnMSzWzYn8eNrvB4IQQbkqOYXKfSPy8PFxdYmMZG2H+dMjbC72uh8tfhcCOrq7qnBg2GwXvf0DeW29h8vEh4pmnCUhJwXzfr6ncuZOIF35P8E03nfa+pTWlZJRmkFHiCBFllGSQXpqOucRMYXVh/ToTJiL8I+pDRPWdioLiiA2IxdPdiePOaipg1RuwbhZ4B8JlL0K/26GZtJY/mFvK3M1mPtuaxYnyGiKCfLhxYAw3JccQ30EvromIXIiSmhLMpeb6QFBdKMhcauZY+TEMTr6e6OvhS0xgDLEBscQGxpLQLoEhkUOIDdSbsiLiWlUWG++vP8qc5Qcpq7Zy08BYHp7QlY5BPq4uTS4ia0EBJ977G4UffYRhs9H++usJ/c2v8YyMdHVpzY6tuJjyTZuoWO/oJlRz9CgA7qGhjk5Cw4bhP2wonlEalyRyIYorLMxYeoAPNqTj7+nGr4PTqVw/n84DBnHlQ0/g6aVuXSLiHAoNOYFCQyItV3pJOlOXTSWzLJPnhj7HdUnXubokERGRJpNbUsWnW7OYl2rmSH45Ad4eXNU3kpuSY+kf2775jAOx1sDambDqdfD0hQkvQf87oLnUd5aqDx8h56mnqNy2DbfAQIyqKqLe/CNBE86vg1JxdTHmus5EtWGiunBRSU1J/To3kxuR/pHEBcbVh4nqRp9FB0bj6XYBgaK0JbDgEShKh74/gwn/B/6uH+tQVm1lwY5s5m42szWjCA83E+N7dOTmQbGM6hqGu1vL+tkREXEVu2EntyK3UZeg+s/LzBRXFzda38GngyMYFBjb6E9MYAwdfDo0n8cWIiKnUVhew5wVB3l//VE83Ny4J6UT947uQoB3M7uwQpzKcjyXE+++S+G8eZiA9rfcQui99+ARFubq0lzGXl1N5fffU75uPeXr11O1ezfY7Zj8/PAfNKi+m5B3UpJ+14s0AavNzsebzfzp2/0UV1r42eBYUoo2sWvxF3QfMZrLf/sQ7h763SQiztMsQ0Mmk+ld4J4GNx0yDCPxB2sWA/81DONftV/3Bv4JJAJ/Ax4zak/CZDKNBv4KhAEvG4bxpwb7uRF4E/AEHjEM4+MG2+4HngPKgbsNw1h+NvUrNCTSMm3K2cRDKx/CzeTGjDEzSI445f9GERGRVsEwDDYfLWReqpkFO3KotNhICg9gSnIs1w2IJjSgmVy5lJ8G8x+E9DUQPxKumgmhiWe8W3Ni2GwU/Pt9ij75hIjnnsN/6BCnHKeoqqhRiCijJKO+Y1GppbR+nbvJnaiAqFM6FMUHxhMZEImH24+8CFWSDYufgD1fQockuHIGdEpxyrmcLcMw2JpRyNzNZr7ekUNFjY3E8ABubm4/xyIizUyNrYbMssZdghp2Dqqx19Svrfu9ERsYS0xATKNQUGxgrEaLiUirkHGigje+3c/87dmEBngxfXxXbhkUi6d78+ikKReHJSuL/L/+laLPPsfk6UnwbT+jw9134xEc7OrSnM6w26nau7e+k1DFli0Y1dXg7o5v376OTkLDh+F7ySWYvLxcXa5Iq7LuUD4vzt/DvmOlDO0cwnOTe2Ce/z67VnxL3wmTufSu+zA1k87OItJ6NdfQ0FbgCWBT7U02wzBKG2y/DfgQuMswjH+ZTCZvYB/wNfAW8DYw1zCMf5pMpjDgIPAq8CkwD3jIMIwVtUGjVOA+4Hvgc2CSYRj7TSbTxNr1NwPFtccbaBjGiTPVr9CQSMszb/88Xtn4CvFB8cy+dLbapYuISJtRWmVhwY4c5qaa+b5Bh5Ypg2IYlRSGh6tfKLfb4fsPYMmzYKmCUb+DEdPBQy9Ung3DMCisLqwPE6WXpDcaf1Zhrahf62HyIDowmrjAk6PO4gNiiDu8nsg1s3C3W2DUozB8Gni4LpCTV1rN599nMnezmUN55fh5uXNVnyimDIplQFwz6pglIuJCxdXFp4SC6v7kVuQ2GiPm5+F3SpegulBQpP9PBEpFRFqZbeYiXl64l01HCugc5s8Tl3fnsp4d9fiyjalJTyfv7bcpmf81br6+hNz5C0LuvBP3oCBXl9ZkDMPAYjY7Oglt2EDFhg3YiooA8E5KcnQSGjoUv0GDcA8IcG2xIq2UuaCClxfuZdGuY0S39+WZyT0Y360Di+e8yYGNaxl6/c0Mn3K7fgeJyEXR7EJDJpPJB8gDwg3DqDzN9hBgD1AEvFobGroWeAeIMwyj2mQy9QPmGIYx0mQyPQjcaRhGv9r7XwvcaBjG7SaT6S0gwTCMa2u3PQiEGobxjMlk+gI4ahjGg7Xb3gJ2GYbxtzOdg0JDIi2H1W7lzdQ3+XDvh4yMHskbo94gwEtPhEREpG06cLyU/6Wa+WxrFifKa+gY5M2NA2O4aWAsCaH+ri2u9Lij083uzyCsB1w9C2IHu7amFs4wDE5UnWjUmajh55XWk0/HPIGYgBji2yfWdyeKDYwlPiieCP8I3EzODZdZbXa+O5DH3M1mlu/LxWo3GBgfzM3JsUzuE4m/RkiISBtjN+wcLz/u6BBUdmo4qLSmtNH6UN/QxqGgBl2DQnxC9GaEiEgtwzBYujeXVxft5VBeOYMTQnhyUnf6x7X+bjPSWPXBg+TNeZvSxYtxCwqiwy/vIvj2O3APcPFz4/NkLSigYsMGymu7CVmysgDwiIio7yTkN2QInuHhLq5UpHWrqLHy5xWHeHf1YdxNJn47pgv3jOqMu83Cl2/+gfQd3zPm53czcPK1ri5VRNqQ5hgaGgZ8gyM4FAWsBO4zDCOjdvs/gSrAF1hZGxp6HuhrGMb1tWtMwAnDMEJq1xcahvFw7bZIYLlhGD1MJtMK4HPDMGY1OPZzhmFcYTKZjgDTDcP4qnbbrcAowzB+8yN13wvcCxAXFzcwPT296b85ItKkSmtK+d13v2Nt9lru6HkHjwx8BHc3d1eXJSIi4nI1VjvL9x1nXmomK/fnYjdgSKcQpiTHMumSSHy9XPj78sA38PXDUJIFg+6GS58Dn9ZzxWezUFWMsez/yNv6D9KDwsjoeyPpAR3qQ0XmUjPVtur65V5uXsQGxtaHiRqOPgv3C7+gQNHR/HLmpZr5dGsmx0uqCQ3w4voBMUxJjiExPLApzlZEpNmqslaRVZbVaHxY3edZZVlY7Jb6tR4mj5NjxAJjTgkIaYyYiMi5sdrszE01M2NJGvll1UzuE8njE7sT10H/n7Y1VXv3kjdrNmUrVuAeHEyHe+4h+Ge34ubj4+rSfpK9ooKKLVsdIaH166neuxcAt8BA/IYMdgSFhg3Hq1OCwsMiF4FhGHy5LZtXF+3jWEkV1/aL4vEruhPZzpfKslI+f+0FjqUdYMJ9D9B77GWuLldE2pjmGBr6FXAPMB0oAGYAnoZhTDSZTGOBfwO9gNmcDA29CWAYxiMN9pMHdAX+Vrtudu3t/kC2YRjtTCbTFuD3hmHMr93WC/jIMIy+JpPpBDDGMIydtdsmA/cahnHNmc5BnYZEmj9ziZmpy6eSUZLBM0Of4YauN7i6JBERkWbpWHEVn27N5H+pZo6eqCDQ24Or+kUxJTmWvjHtXPPiYnUZLH8JNv4VAiNh8h+h++SLX0drYxiw+3NY/CSUHYfB98C4Z8CnXaNldsNObkWuY8RZaXr9qLOMkgzMpWZq7DX1a33cfYgNiiU+ML7+Y124KMw37LQ/P5U1NhbtymHuZjMbjxTgZoIx3cKZkhzLpT3C8XT1yDwRkSZiGAbF1cWndAmq6xyUW5HbaL2/p3+jMFDDkWId/TpqjJiIiBOUVVt5d9Vh3lt1GKvdzh1DE3hgXCLB/hqX3NZU7thB3sxZlK9di0dYGB3uu4/2U27Czat5/CwYVitVu3bVdxKq3LYNw2LB5OmJ74AB9d2EfHr2xOShxwwiF9OOzCJ+/9VutmYU0SemHc9f1ZOB8SEAlBUW8OkfnqUwJ4vJ0x8jafBwF1crIm1RswsN/ZDJZIoDjgLRwHfAQ4ZhLDCZTP/iZGjoNcBmGMZTDe5nBoYCfwKWGYbxbu3t7kCVYRieJpNpI/CsYRjf1m7rAiw2DCPJZDIdB1IMwzhQu+1S4AnDMM4Y71RoSKR523xsMw+tfAiAGWNmMChikIsrEhERaf4Mw2DjkQLmpZpZuDOHKoudbh0DmTIoluv6RxPiihfNM7fA/GlwfBf0uAqueAOCIi9+Ha1BwWFY+Ds4uBQi+8KVb0H0gHPejc1u43jF8foQUcNQUWZZJla7tX6tr4cvcYFxxAXFERcYh7stjN3pXqzda6K0wof4Dv5MSY7lhgExRLRr3lfxioj8mLr/F08JBpVmklmaSaml8RixcN9wR3egH4SCYgNjae/dXp0ARERc5HhJFTOWHGBeqhl/bw/uH5vIncMT8PFU1/K2piI1lby3ZlKRmopHZCShv/0N7a+9FpOn50WtwzAMao4coXydo5NQxcaN2MvKAPDu2aO+k5DfwAG4+fpe1NpExCG3tIo3Fu/nf1syCQ3w5rHLu3HjgBjc3ByP6YuOH+OTPzxDRVER1/zuGeIv6efagkWkzWoJoSEfoBL4AqgwDOO22tv/xcnQ0ONAomEY9zS4XxGQBLwIZBqG8Yfa29sDWYZh+JtMpkXAh4Zh/Kd2Wz/gP4Zh9DKZTHuBuw3DWFu77VrgHsMwzngJs0JDIs3Xpwc+5aUNLxEbFMuccXOIC4pzdUkiIiItTkmVhfnbs5mXmsl2cxGe7iYu69mRm5JjGZUUhrvbRXxD02aB9XNg5avg7gXjfw8D7wI3daM5K9ZqWDcLVv0R3DwdnYUG3wNOGNlqs9vIKc9pFCY6WHiEfSeOUFRzDEz2+rU+7n50ahdfHyiKD4qvH30W7B2sN81FpFmptFaSVZrVOBhU5ggGZZVlNQpMerh5EBMQUz82rGEoKDowGl8PvaknItKcHTheyquL9rF8Xy7R7X15dGJXrukbXf8GsLQNhmFQsX49uTNnUrV9B55xcYTd/1uCrrwSk7vzgmSW47lUbHB0EirfsAHr8eMAeMbG1ncS8hsyBI/gYKfVICJnVm218c+1R5mz/CDVVhu/HNGJqeMSCfQ5GS7MzzjKJy8/h62mhuuffIHIpG4urFhE2rpmFxoymUxvA0sMw/ii9uuxwDIgHQgD6l5p8av9fDmObkKzDMPoXXufTsAeIAD4BXC9YRhXNtjfO4ZhdDWZTC8CIYZhTK3ddhdwq2EYE0wm0/vADsMw/li77QUg0jCMe890DgoNiTQ/NruNN7e8yQd7PmBE1AjeGP0GgV6Bri5LRESkxdt/rJS5m818/n0mhRUWItv5cOPAGG4aGEtcB7+LV8iJQ/D1Q3DkO4gdClfNhPDuF+/4LdHRNY7vWf4B6HkNXP4qBEU5/bB2u8HaQ/nM3Wzm293HqbHZ6R0dwIS+XnSNqeZEdVZ9p6KM0gyyy7KxGbb6+wd6BjrCRLVjzhqGitp5t/uJI4uInB/DMCisLiSzNPOUbkHmUjN5lXmN1gd6BjbqFNTw845+HXF3QjBTREQurnWH8nl54V52ZZXQOzqIp67owfDEUFeXJReZYRiUrVxJ3qzZVO/di1eXLoQ9MJXACRMwNcGFLLayMio2bXaMHFu/jpqDhwBwb98ev2FDa7sJDcMrNvaCjyUiF84wDJbtzeWlBXs4eqKCS7uH88yVPekU6t9oXU7afj575Xncvby48akXCY1LcE3BIiK1mmNo6F7gEeDXgBcwG1gHPAM0HLT6R2AD8CGQD2QDDxqG8ZHJZHoPiDAM4yqTyRSKI3B0BbAe+Ao4aBjGAyaTqS+wChgCZAKrcXQeetNkMl0NzAHq5hZtAaYbhvHpmc5BoSGR5qWspozHVj3G6qzV3NbjNh5NfhQPN81tFhERaUo1VjtL9x5nXqqZVQfysBswrHMHbh4Uy+W9Iy5O237DgO0fwzdPQXUZpDwCKQ+Dh7fzj92SlOfDt8/C9o+gfRxMehO6TnD6YbOKKvlfqpn/pWaSVVRJO19PrusfzZTkWHpGBf3o/Sw2C1llWWSUOsac/TBQZHDyuWs773b1I8/iA+NPBouC4gjy+vFjiIhY7VaOlR9zhIHKMhuFgsylZsot5Y3Wh/uFN+oS1LBrUDvvduqIJiLSBtjtBvN3ZPP64v1kFVUyplsYT17Rg24RulCxrTHsdkqXLCVv9ixqDh7Cu3t3wqZNI2DsmHN6TGDU1FC5Y0f9yLHKHTvAZsPk44PfwIH4D3eEhLy7d2+SUJKINJ2046W8+PUeVqfl0yXMn2ev7MmYbuGnrEvfsY0v//gS/u2DufGZ/6NdeIQLqhURaaw5hoZMOAJBdwMWHKGgpw3DKP/Bun9RO56s9uurgY+BCsAAxhiGsad226+BmUA5UAQMMwzjeO22P+AIKdUAB4AUwzAqa+t4H7geMOHodnS1cRbfGIWGRJoPc6mZB5Y9QHpJOk8OeZIp3aa4uiQREZFWL6e4kk9SM5m3xYy5oJJAHw+u6RfFzclx9I4Ocv4bqeX5sPhJ2DkPQrs6ug7FD3fuMVsCux2+/wCWPAc1ZTB8Goz6HXg5ryNUtdXGkj3HmbvZzJqD+RgGjEwMZcqgWCb07HjBYbIaWw2ZpZmOIFFpRqPRZ8fKjzUKFAV7B5/SnSg2KJb4wHgCvAIu9FRFpAWosFScEgiq+5hdlo3VODlGzNPNk+iA6EbBoLquQdEB0fh4+LjwTEREpDmpsth4f71jDE1ZtZWbBsby8ISudAzS74q2xrDZKFm4kLw5c7CkZ+DTpw9h06bhP2L4aZ8HG3Y71WlptSGhdVSkbsGoqAA3N3wu6V3bSWg4vv374ebl5YIzEpEzKa6w8NayA7y/Ph0/L3ceGt+VO4bF4+l+arAvbeM6Fsx6neCoGG546kUCgkNcULGIyKmaXWjoQphMpghgILDBMIwTP9jWCegOrDYMo+wH23oC0cB3hmHU/GDbIMC/dttZfVMUGhJpHrYc38JDKx7CZtj405g/MSRyiKtLEhERaVPsdoMNR07wv9RMFu7Modpqp3tEIDcPiuXaftEE+zv5Rc+DSx3jt4oyYOCdMP4F8G3v3GM2V8f3OL4X5g0QNxyu/BOE93Da4fYdK2HuZjNffJ9FYYWFqHY+3Jgcy00DY4gNuThj66qsVY5AUW2IqC5YlF6STm5FbqO1IT4hjcJEDcNFfp4XccyeiFwQwzAoqCo4ZXxYXVAovzK/0fpAr8BTQkF1f8J8wzRGTEREzklheQ1zVhzk/fVH8XBz456UTtw7ugsB3up43tYYVivFX35J3ttvY83OwTd5IOHTp+M3aBCW7GzHuLF16ynfsAHbCcdbWV6dOjlCQsOH4Td4MO5B6pQq0pzZ7AYfb8rgzW/3U1Rp4dbBcTxyWVc6BJy+2/XOFd+y5J05RCR15frHf49PgC5eEpHmo1WFhpoLhYZEXO/ztM95ccOLxATEMOfSOcQHxbu6JBERkTatuNLCV9uz+V+qmR2ZxXi5u3FZr47cnBzLiMRQ3N2c1H2ophxWvgLr3wb/MLjideh5DbSVsTE15fDda47z9w6CCf8H/W5zyvmXVFmYvz2beZvNbM8sxtPdxISeEUwZFMtIZ/4dn4dKayUZJRmYS82NwkQZJRnkVeY1WhvmG1YfIooNjK0PE8UFxeHr4euiMxBpu6x2KznlOaeMD6v7usJaUb/WhImO/h0bjQ5r2DGonXc7F56JiIi0VhknKnjj2/3M355NaIAX08d35ZZBsaftOiGtm72mhqJPPuHEX/6KNS8Pj7AwrHmO5xvuYaGOkNDQYfgPG4pnZKSLqxWRs7Xh8AlemL+HvTklDO4UwvNX9aRX1I8/t0j9+nO+++DvxPfpzzWPPI2njzrRiUjzotCQEyg0JOI6NruNt7a+xb92/4uhkUP54+g/6oVgERGRZmZPdgnzUs18sS2LogoL0e19uWFgjHO70GRvg/nTIGc7dJsEk96AdjHOOVZzceAbWPAoFGdA/9th/Ivg36FJD2EYBpuOFDA31czCnTlUWex06xjIlEGxXNc/mhBnd5NyggpLRaMQUcNQUUFVQaO14X7hp3YoCnSMPfN2P/3VhSJyZhWWitOGgsylZnLKc7AZtvq1Xm5exATG1AeBfjhGTP8WRUTEVbaZi3h54V42HSmgc5g/T1zenct6dnT+uGZpduxVVRT+979UbtuO34D++A8bhldion4WRFqYzMIKXlm4jwU7c4hu78tTk3ow6ZKIH/23bBgGa+d+yMbP59J16EiumPoIHp6eF7lqEZEzU2jICRQaEnGNcks5j696nO8yv+OWbrfw+ODH8XBT+18REZHmqtpqY8me48zdbGbNwXwMA0YkdmBKciwTe0Xg49nEY2FsVtj4F1jxMpjc4NLnYNDd0NrGzxRnweLHYe98COsOk/8ECSOa9BC5JVV8sjWT/6VmciS/nABvD67qG8XNg2LpG9Ou1b74XVZTRkZpxilhooySDAqrC+vXmTAR4R9BXFDcyUBR7ceYwBi83FtemEqkKRmGwYmqEz8aDPphQK+ddztiA2IbBYPqPob7heNmUucGERFpngzDYOneXF5dtJdDeeUMTgjhyUnd6R8X7OrSRETkLFXUWPnrykO8s+owJhP8dkwi947q/JOvWxl2O8v++Q7bv13AJeMmMP6e+3Frba8/iUirodCQEyg0JHLxZZVlMXXZVI4UH+GJwU9wS/dbXF2SiIiInIOsoko+Sc3kf1vMZBZWEuTjwbX9o5mSHEvv6CbuGlh4FL5+GA4tg+hkuHoWdOzVtMdwBZsVNr3jCEXZbTD6MRg2FTyaJqBisdlZsS+XealmVuzPw2Y3GJwQwpRBsUy6JAI/r7Yd1i6pKTkZJirJIL00HXOJmfTSdIqri+vXuZnciPSPrB9xFh8UXx8qig6IxtNdVx1K62CxW8gpy2k0OsxcasZc5vi80lpZv7YuaNewS1DDrkFBXkEuPBMREZELZ7XZmZtqZsaSNPLLqpncJ5LHJnYjvoO/q0sTEZEfYRgGX23P5tVF+8gpruLqvlE8cUV3otr/9Khym9XK4j/PYN/a70i+6npG3XZXq724SkRaB4WGnEChIZGL6/vc73lwxYNY7BbeHP0mw6KGubokEREROU92u8H6wyeYu9nM4t3HqLHa6RkZxM2DYrm2XzTt/JooUGEYsPMTWPwEVBXBiOkw6nfg+dMv/DRbmVvg6+lwbCckXgaT/wjBCU2y60N5ZcxLNfPplizyy6oJC/TmhgExTEmOoXNYQJMco7Urri4mvST9lO5EGSUZlFpK69e5m9yJ9I88OeqsQYeiqIAoddGUZqfcUn5Kl6C6cNCx8mONxoh5u3sTE/DjY8TUgUtERNqCsmor7646zHurDmO127l9aDzTxiUR3ALH+oqItGY7M4t5Yf5uUtML6R0dxPNX9WJQQsgZ72epruLrt17j8NbNpPzsTgZfc+NFqFZE5MIoNOQECg2JXDxfHvySF9a/QFRAFLPHzaZTu06uLklERESaSHGFhS+3ZzF3s5nd2SV4ebgxsVcENyfHMrxLB9zcmuAqrYoC+PYZ2PYfCOkMV82ETqMufL8XS2URLHsRUv8BgRFw+avQ8xq4wCvYKmqsLNiRw7xUM5uPFuLuZmJst3BuHhTL2G5heLhrFFBTMAyDwurCRuPOGn5ebimvX+th8iA6MPrkuLOgOOID44kNiiXKPwp3tTkXJzAMg/zK/FODQWWZZJZmnjJGrL13+1NCQXV/Qn1DNUZMRESk1vGSKmYsOcC8VDP+3h7cPzaRO4cnNP2IZhEROSd5pdX88Zv9zNtipoO/F7+b2I0bB8bifhavQVVXlPP5ay+StX8Pl919P33GX34RKhYRuXAKDTmBQkMizmc37MzcOpN/7PoHQyKH8OboN2nn3cSjS0RERKTZ2JVVzP9SzXyxLZviSgvR7X25KTmGm5JjiT5DW+izcnglzH8QCo9Av9thwv+B35mvIHMZw4Bdn8LiJ6EiHwbfB2OfAp/zH+FjGAbbzEXMSzUzf3sOZdVWOof6M2VQLNf3jyY8yKcJT0DOxDAMTlSdaBQiqu9QVJrRaLSTh5sHMQExjcJEdZ2KIvwjFNSQn2SxWcgqyyKzLPOUjkGZpZlU2arq19aN14sJiDklGBQTGEOgV6ALz0RERKTlOXC8lFcX7WP5vlyi2/vy6MSuXNM3umkukBARkbNWY7Xzr3VHmLXsIFUWG3eNSOCBS5MI8jm7jtcVxUV88vJznDBncMXUh+k+vAVdkCYibZ5CQ06g0JCIc1VYKnhi9ROsMK9gStcpPDHkCTzdmmhUiYiIiDRrVRYb3+45zrzNZtYczMdkgpGJoUxJjmVCr454e1zAlbmWSvjudVg3C3yDHV17et9wwV17mtyJQ7DgETi8AqL6w5UzHB/PU0F5DZ9tzWReqpkDx8vw9XRncp9Ibh4US3J8MKbmdv6CYRjkVeaRXpKOudRcHyZKL03HXGJuFPLwcvMiNjD25LizoLj6bkXhfuEKFLURpTWljUaHNRojVnEMu2GvX+vj7lMfCPphMCjKPwpPdz33EhERaWrrDuXz8sK97MoqoVdUEE9N6sGIxFBXlyUi0uoZhsGK/bn839d7OZJfzrju4Tw9uQddzmEce0l+Lp+89CylJ/K5+pGn6NRvoBMrFhFpegoNOYFCQyLOk1OWw9TlUzlYdJDHBz3Ord1v1RtZIiIibZS5oIJPtmTyyZZMsooqae/nybX9opmSHEvPqPPvuMOxXTB/GmRtgcTLYPKbEBzfdIWfL2s1rHkLVr8JHt5w6XOQ/Es4j7FUNrvB6rQ85qWaWbLnOBabQb/Y9tw8KJYr+0QSeJZX0knzYzfs5Fbk1oeI6jsVlWRgLjVTY6+pX1sXDjldh6Iw3zA9zm5B7IadvIq8RuPDGgaDiqqLGq0P8QlpFAiKCYhpNEZMf/ciIiIXn91uMH9HNq8v3k9WUSVjuoXx5BU96BahTn4iIs5wMLeM//t6D98dyKNzmD/PXtmTsd3Cz2kfJ7LMfPKHZ7FUVnLd488T3b2nk6oVEXEehYacQKEhEefYlruN6SumY7FZ+OPoPzI8erirSxIREZFmwGY3WHcon7mbzXy7+zg1NjuXRLdjSnIMV/eLpp3veQRg7DbY9B4sexEwYNwzjhFg7h5NXv9ZOfwdLHgYThyEXtfDxJchKPKcd2MuqOB/qWY+2ZJJdnEVIf5eXNffEbTSmxGtn92wc7z8+ClhovTSdDJLM7HYLfVrfT18iQuMa9SZqC5Q1MGng0IlLlBjqyGrLOuU8WF1IaFqW3X9WneTOxH+EaeMD6sLCAV4nf1VsyIiInJxVVlsvL/+KHOWH6Ss2spNA2N56LKuRLTTuGARkaZQXGlh5tI03l9/FF9Pd6aPT+LnwxLw8ji3TrzHDx/k05efw+Tmxg1PvUh4QmcnVSwi4lwKDTmBQkMiTW/+ofk8v+55IvwjmHPpHDq304MvEREROVVheQ1fbstibmome3NK8PZw4/LeEdycHMvQzh1wczvHoEORGRY+CgcWQ2Q/uHoWRPZ1Su2nVZYH3z4NO+ZCcIKj61Hi+HPaRZXFxje7jzF3s5l1h05gMsGopDBuHhTL+B4dz/lFMWmdbHYbOeU5p3QoqgunWA1r/Vp/T/9TAkV1oaJgb420uxAlNSWnjA+r+/xY+TEMTr5W4+vh6wgCBcSeEg6KDIjUCGcREZEWrrC8hjkrDvL++qO4u5m4J6Uz943uQoC3iy5kEBFp4Wx2g7mbzfzx2/0UVtRwy6BYHpnQjdAA73Pel3nPTr54/UV8AgK58en/Izgy2gkVi4hcHAoNOYFCQyJNx27YmfP9HN7b+R6DIgbxp9F/or1Pe1eXJSIiIs2cYRjszi5h7mYzX2zLorTKSmyILzcNjOXGgTFEtfc9l53Bni9g4WNQcQKG3Q9jngQvP6fVj90OW/8NS5+HmgoY+SCkPAKeZ1/3rqxi5qWa+eL7LEqqrMQE+zIl+TzOX9o8q91KTlkO6aXpjboTZZRkkF2Wjc2w1a8N9AwkNii20aizutFnehx/cnzcD0NBdd2CiquLG60P8QlpFAhqGAxSxycREZG2wVxQwevf7Gf+9mxCA7yYPr4rtwyKxdNd4X8RkTOpsdrZkl7ImoN5fLP7OAdzyxicEMJzV/Wkd3S789rnoS0b+XrGawSFd+TGZ/6PwJDQJq5aROTiUmjICRQaEmkaFZYKnlrzFMsylnFD0g08PeRpPN11tayIiIicm9N12klJCuPm5FjG9wzH28P97HZUWQhLnneEedrHw1VvQZdxTV/wsV3w9UOQuQniR8KVMyCs61ndtbjCwpfbs5i72czu7BK8PNy4vFcENw+KZdj5dFoSOQOL3UJWaRYZpY7ORHXdidJL0skpz8Fu2OvXBnkFNQoR1YWKYgNjaed9fi/WNkfVtmqySrPILGscCjKXmskqzaLGXlO/1t3kTlRAFDEBMacdJebn6cRwooiIiLQo28xFvLxwL5uOFNA5zJ8nLu/OZT07KkQsItKAYRgcyitjdVo+q9Py2XD4BBU1NtzdTPSPbc8vhidwZZ/I8/6/c8/qFSz+8ww6durCdU/8Hr+g1vNcVkTaLoWGnEChIZELd6z8GA8sf4ADhQf4XfLvuK3HbXoCLCIiIhfMXFDB/1LN/G9LJjnFVQT7eXJt/2huHhRL94igs9vJ0TUwfzqcOAh9boGJfwD/JriqrLoMvnsV1v8ZfNvDhD9A31vgDI+B7HaDDYdPMDfVzOJdx6i22ukZGcTNg2K5pl8U7f28Lrw2kfNQY6shsyyzftRZww5FPxy11d67/SlhorqvA7wCXHgWp1dcXXzaMWLmUjO5FbmNzs3Pw++UMFDdx0j/SDzcNGJEREREzo5hGCzdm8uri/ZyKK+cwQkhPDmpO/3jgl1dmoiIyxSU17D2YD6r0/JYnZZPTnEVAJ1C/UlJCmVkYijDunQg0OfCLkr/fvF8lv/zHWJ79eHa3z2Dl68u8hCR1kGhISdQaEjkwuzI28G05dOotlXz+qjXSYlJcXVJIiIi0srY7AZrDuYzb7OZb/ccw2Iz6BvTjpuSY7m6XxRBZ3ohyVIFq9+ENTPAOxAmvnxWAZ8ftW+BY/xZSSYM+DmMfwH8Qn7yLjnFlXySmsn/tmSSUVBBoI8H1/ZzBKDOt8W2yMVSbavGXGImvTS9/mNduOh4xfFGa0N8QhwhosCTYaK6z53Vicdmt9WPEWs4Pqzu89Ka0kbrQ31DGwWDGnYOCvEJ0QUQIiIi0qSsNjtzU83MWJJGflk1k/tE8tjEbsR38Hd1aSIiTldttbE1vag+JLQruxjDgCAfD0YmhTIyMYyUpFBiQ5rm+aJhGGz47L+sm/cfuiQP5crpj+HhpQu0RKT1UGjICRQaEjl/Cw8v5Nm1zxLuF86cS+fQpX0XV5ckIiIirVxBeQ1ffJ/FvFQz+46V4uPpxqTekdyUHMvQzmd4sz93r6PrkHkjdB7rGCUW0unsD15khkWPw/4FEN7Tcf+4oT+6vMZqZ9ne48xNNbPqQB52A4Z17sDNg2K5vHcEPp5nOWpNpBmrtFZiLjWf7FBUerJTUV5lXqO1ob6hjcJEdeGiuKA4fD18f/I4VdYqssqyThkhllmaSVZZFha7pX6th8mDqICo03YLigmI0RgxERERcYmyaivvrjrMe6sOY7XbuX1oPNPGJRHsrzezRaT1qBs5tuqAo5vQhsMFVFpseLiZGBAXzMikUFKSQukT0x73Jh7LbtjtrPzg72xd+CU9R41j4q+n4+au115EpHVRaMgJFBoSOXd2w87b297m3R3vMrDjQGaMmUGwj9rqioiIyMVjGAY7MouZl2rmq23ZlFZbie/gx5TkWG4YEENEO5/T39Fuhy3/gCW/B7sVxjwBw+4H95/oVmSzwIa/wMpXwDDOeJ+046XM3Wzm8++zOFFeQ0SQDzcOjOGm5BhdTSxtSoWlAnOp+ZQwUXpJOieqTjRaG+4X3ihEZLFZGnUNyq3IbbTe39P/lDFidaGgCP8IjRETERGRZut4SRVvLT3A3M1m/L09uH9sIncOT9BFBSLSYhWU17DmYD6rD+Sx5uDJkWOdQ/1rQ0JhDO0ccsEjx36K3Wbj23dms/u7pfS/4irG/vweTG5uTjueiIirKDTkBAoNiZybCksFz6x9hiXpS7gu8TqeHfosnj/1JpuIiIiIk1XW2Fi8O4e5m81sOFyAmwlGdw1jSnIsl/boiJfHaV4kKsmGhb+DfV9Dx0vg6lkQPeDUdebN8PWDcHwXdL0crngdguNPWVZWbeXr7dnMTTXzfUYRHm4mxvfoyM2DYhnVNazJr54TaenKasrIKM04pUORudRMQVUBAGG+YaeEgur+tPdurzFiIiIi0qIdOF7Kq4v2sXxfLtHtfXl0Yleu6RuNm547iEgzV221sSW9kNVpjm5Cu7NLMAxo5+vJiMQOpCSFMTKx6UaOnYm1poYFs17n4OYNDL/pNobecIueL4pIq6XQkBMoNCRy9o6VH2Pa8mnsK9jHI8mP8POeP9cDLxEREWlWjuaX88mWTD7Zksmxkio6+HtxXf9opgyKpWvHwFPvsHe+IzxUdhyG/AbGPgXeAVBZCEtfgC3/gqAouOI16H4lNHjsYxgGW9ILmbvZzIKdOVTU2EgMD+Dm5FiuGxBNaID3xTtxkVaktKYUDzePM44sExEREWkN1h3K5+WFe9mVVUKvqCCemtSDEYmhri5LRKSeYRgczC1jVVo+a04zciwlKZSUrmFcEt3uol80VVNZwZd/fImMXTsYe+d9DLjiqot6fBGRi02hISdQaEjk7OzK38W05dMot5Tzxug3GBUzytUliYiIiPwom91gVVoe8zabWbr3OBabQb/Y9tw8KJYr+0Q2boldVewICKX+HdrFwsBfwMZ3oKIAhv7GMY7M+2TgKK+0ms+2ZjIv1cyhvHL8vdy5sk8UUwbFMiBO3U9EREREROTc2O0G83dk8/ri/WQVVTKmWxhPXtGDbhGnufBBROQiOFFWzZqD+axJy2d1Wj7HSk6OHEupGznWpQMB3q4bDV1ZWsJnrzzP8SOHuPy3D9EzZazLahERuVgUGnIChYZEzmzxkcU8s/YZQn1DmT1uNknBSa4uSUREROSsnSir5vPvs5iXaubA8TJ8Pd2ZdEkkU5JjGNwp5GTIJ2MDzJ8OefsgeiBc+RZE9gHAarPz3YE85m42s3xfLla7wcD4YG5OjmVyn0j8XfgimYiIiIiItA5VFhvvrz/KnOUHKau2ctPAWB66rCsR7XxcXZqItHLVVhtbjhay+qBj5NiurBLAMXJsZGIoKUmhjEwKJSb44owcO5PSgnw+/cNzFB3P4aqHnqDLwCGuLklE5KJQaMgJFBoS+XGGYfCX7X/hL9v/woDwAcwYO4MQnxBXlyUiIiJyXgzDYJu5iHmpmczfnk1ZtZVOof7clBzDDQNi6BjkA9YayEqF2CHg5s7R/HLmpZr5dGsmx0uqCQ3w4voBMUxJjiExXFf9ioiIiIhI0yuqqGHO8oO8vz4dNze4J6Uz943u4tKOHiLSuhiGQVpuGavTHCGhjQ1HjsUHM6q2m1BvF4wcO5PCY9l88tIzVJWVcu3vniW2Vx9XlyQictEoNOQECg2JnF6ltZJn1z7LN0e/4Zou1/DcsOfwcvdydVkiIiIiTaKixsrCnceYl2pm05EC3N1MjOkaxpRBsQzr0oGle44zd7OZjUcKcDPBmG7hTEmO5dIe4Xi6u7m6fBERERERaQPMBRW8/s1+5m/PJjTAi+nju3LLoFg9JxGR81I3cqwuKHS8pBqAzmH+jEoKIyUplCGdXTty7Exyjx7m05efw263c8OTLxDRRZMxRKRtUWjICRQaEjlVbkUu05ZPY8+JPTw08CHu7HXnybEdIiIiIq3MkbpuQlsyyS2trr89voMfU5JjuWFAjMYBiIiIiIiIy2w3F/GHhXvZdKSAzmH+PH55dyb07KjXbEXkJ9WNHFtVGxLane0YOdbez5MRiaGMSgplZFIY0e19XVzp2cnav5fPX/s9nj6+3PjU/9EhJtbVJYmIXHQKDTmBQkMije0+sZtpy6ZRZinj1ZRXGRs31tUliYiIiFwUVpud7w7kseloAWO6hjOkUwhuzawFt4iIiIiItE2GYbBsby6vLNrLobxyBieE8OSk7vSPC3Z1aSLSTNSNHFt1II/VaflsPHKCKosdDzcTA+ODGdU1jJGJoc1y5NiZHNm2ha/efJnADh248emXCAoLd3VJIiIuodCQEyg0JHLSt0e/5ek1TxPsE8zscbPpFtLN1SWJiIiIiIiIiIiISC2rzc7cVDMzlqSRX1bN5D6RPDaxG/Ed/F1dmoi4QH5ZNWsP5rPqQD5rDp4cOdYlzJ+UFjJy7Ez2rVvFojl/okNsHDc+9SJ+7dq7uiQREZdRaMgJFBoScaTP39nxDm9ve5t+Yf2YMXYGob6hri5LRERERERERERERE6jrNrKe6sO8+6qw1jtdm4fGs+0cUkE+3u5ujQRcaIqi40t6YWsSstj9YF89uScHDk2MjGUlBY2cuxMdixdzJK/vU10tx5c9/jzePspICkibZtCQ06g0JC0dVXWKp5b+xyLji7iqs5X8fzw5/F293Z1WSIiIiIiIiIiIiJyBrklVcxYeoC5m834e3tw/9hE7hyegI+nu6tLE5EmYBgGB46XsTotj1Vp+WyqHTnm6W5iQJxj5FhKUii9olreyLEz2fTlJ6z+6F906jeQqx5+Ek9vH1eXJCLicgoNOYFCQ9KW5VXkMX3FdHbl72L6gOn8svcvMZla14NKERERERERERERkdbuwPFSXlu0j2X7colu78sjE7pybb9o3FpZiECkLcgrrR05lpbHmrR8cksbjxwb1TWUIZ064N+CR479FLvNxuqP/03q/M/oNnwUV9z/EO4enq4uS0SkWVBoyAkUGpK2au+JvTyw/AFKakp4JeUVLo271NUliYiIiIiIiIiIiMgFWHcon1cW7mNnVjG9ooJ4alIPRiSGurosEfkJVRYbqUcLWX2w8cixYD9PRiSGMiopjJFJoUS1kpFjPyX36GG++etMco8cou9lkxj3y/twc1PnNBGROgoNOYFCQ9IWLU1fylNrnqKddztmj5tN95Duri5JRERERERERERERJqA3W4wf0c2ry/eT1ZRJWO6hfHkFT3oFhHo6tJEBMfIsf3HS1mTls+qtHw2Hj5BtdUxcmxgfLCjm1BSGL2igtpMtzBLTTUbPvmYzfM/wzcwiEt/+WuShozQdAwRkR9QaMgJFBqStsQwDN7b+R6zv59Nn9A+zBw3k1BfXWUiIiIiIiIiIiIi0tpUWWy8v/4oc5YfpKzayo0DY3j4sm5EtPNxdWkibc6PjRxLDA8gJcnRTWhwp5BWO3Lsp2Tu2cW3786iMCebXqPHM/rnv8I3QCFHEZHTUWjICRQakrai2lbN8+ueZ8HhBUzuPJkXhr+At7u3q8sSEREREREREREREScqqqhhzvKDvL8+HTc3uCelM/eN7kJAGwwniFws9SPH0vJYlZbP3gYjx0YmhZGSFEpKUiiR7Vr/yLEfU11RweqP/sn2JYsICuvIZfdOJaFPf1eXJSLSrCk05AQKDUlbkF+Zz/QV09mRt4Np/adx9yV3q6WjiIiIiIiIiIiISBtiLqjg9W/2M397Nh38vXhwfBK3DI7D093N1aWJtHh1I8dWH3B0E9p0pKB+5FhyfAgpXUNJSWxbI8d+yqEtG1n6tz9TXljIgElXMWLKHXj6qAuaiMiZKDTkBAoNSWu3v2A/U5dPpbi6mJdHvsz4+PGuLklEREREREREREREXGS7uYiXF+5l45ECOof58/jl3ZnQs6MuNBU5R7mlVaw9mM/qA/msPphPXu3IsaTwAFKSwkjpGsqQTiH4eamrV52K4iKW//Md9q9fTWhsPBPum0ZkUjdXlyUi0mIoNOQECg1Ja7YsYxlPrn6SQK9AZo+bTc8OPV1dkoiIiIiIiIiIiIi4mGEYLNubyyuL9nIor5xBCcE8NakH/eOCXV2aSLNVZbGx+WgBq9PyWXUgj33HSgEI8fdiZGIoIzVy7EcZhsHe1StY8e/3qKmsZOj1NzP42htx9/B0dWkiIi2KQkNOoNCQtEaGYfCPXf9g5taZ9A7tzcyxMwnzC3N1WSIiIiIiIiIiIiLSjFhtduammpmxJI38smom94nksYndiO/g7+rSRFzOMAz2HStldVoeq9Py60eOebm7kZwQzMikUEYlhdEzUiPHfkpJXi5L3pvD0e1biezanYn3TaNDTJyryxIRaZEUGnIChYaktamx1fDC+hf46tBXXJFwBS+OeBEfD82BFREREREREREREZHTK6+28u6qw7y76jBWu53bh8YzbVwSwf5eri5N5KLKLa1iTVo+q9PyWdNg5FjXjgGMTNTIsXNht9vY9s0C1nz8PgAjb/05/SZOxs3N3cWViYi0XAoNOYFCQ9KanKg8wYMrHmRb3jbu73c/9/W5T3OoRUREREREREREROSs5JZUMWPpAeZuNuPv7cH9YxO5c3gCPp56k19apyqLjU1HCuq7CdWNHOvg78WIRMe4sZSkMCLa6eLsc3EiM4Nv/jqTnLT9JPQdwGX3TCUoLNzVZYmItHgKDTmBQkPSWuwv2M+05dMoqCrgpZEvMTFhoqtLEhEREREREREREZEW6MDxUl5btI9l+3KJaufDoxO7cW2/aI1gkhbPMAz25pSy5qAjJLTxSAE1DUaOpSSFkZIUqpFj58lmtbDpi0/Y+PlcPH18GfuLe+iRMlYXuIuINBGFhpxAoSFpDVaaV/L4qscJ8Axg1rhZ9Art5eqSRERERERERERERKSFW3con1cW7mNnVjG9ooJ4alIPRiSGuroskXOSW1JVP25sdVo++WUnR47VhYSGdOqAr5c6al2InLT9fPvOLPLN6XQbPopxd96LX7v2ri5LRKRVUWjICRQakpbMMAz+tftfzNgyg54dejJz7Ew6+nd0dVkiIiIiIiIiIiIi0krY7Qbzd2Tz+uL9ZBVVMrprGE9O6k73iCBXlyZyWj81cmxk7bixkYmhGjnWRCxVVayd9wFbFn5FQHAI4+/+LV0GDnF1WSIirZJCQ06g0JC0VDW2Gl5c/yJfHvqSCfETeGnkS/h6+Lq6LBERERERERERERFphaosNj5Yn87s5WmUVVu5cWAMD1/WTcELcTm73WDfsdL6kNCmoydHjg3qdHLkWI8IjRxrauk7trHkvdkU5x6n72VXkPKzO/H283d1WSIirZZCQ06g0JC0RAVVBTy04iG25m7lN31/w6/7/ho3k5uryxIRERERERERERGRVq6oooY5yw/y/vp03NzgnpTO3De6CwHeHq4uTdqQupFjq9PyWHMwn/yyGgC6dQwkJSmUlK5hDE4I0cgxJ6ksK+W79//O7u+WEhwZzYR7HyCmZ29XlyUi0uopNOQECg1JS5NWmMYDyx8gvzKf/xvxf1zR6QpXlyQiIiIiIiIiIiIibYy5oII3vtnPV9uz6eDvxYPjk7hlcBye7rrAVZpeZY2NTUcLWH3A0U1o/3HHyLHQAC9GJtaOHEsKpWOQOl85k2EYHNiwluX//CuVpSUMuvoGht1wKx5eXq4uTUSkTVBoyAkUGpKWZFXmKh5b9Rh+Hn7MHDuTS8IucXVJIiIiIiIiIiIiItKGbTcX8fLCvWw8UkDnMH8ev7w7E3p2xGTSGCg5f3a7wd5jJfXdhDYfLXSMHPNwY3BCCClJoYzUyLGLqqzgBMv+8RcObt5AeKcuTLhvGh07dXF1WSIibYpCQ06g0JC0BIZh8P6e93kz9U26h3Rn1rhZRPhHuLosEREREREREREREREMw2DZ3lxeXbyPg7llDEoI5qlJPegfF+zq0qQFOd5g5NjaBiPHukcE1oaENHLMFQzDYOfyb1j14T+xWSwMu+lnJF95HW7u+nsQEbnYFBpyAoWGpLmz2Cy8tPElPkv7jMviL+OlES/h5+nn6rJERERERERERERERBqx2uzMS83kT0sOkF9WzeQ+kTw2sRvxHfxdXZo0Q5U1NjYeOcHqtHzW/GDkWEpSGCMTQzVyzMUKj2Wz5J3ZmPfsJKZnbybc+wDBkdGuLktEpM1SaMgJFBpqXvauXkF5USEDJ1+LyU1zjwurCnlo5UNsOb6Fe/vcy/397sfNpO+LiIiIiIiIiIiIiDRf5dVW3l11mHdXHcZqt3P70HimjUsi2N/L1aWJC9ntBntySlhzsHbk2JFCamyOkWNDOoUwMjGUlKQwukcEauSYi9ltNrYs+IJ18/6Dm4cHo2//JZeMm6D37kREXOzHQkMerihGxBmObt/KntUrSN+1nSt++xB+7dq7uiSXOVR0iKnLppJbkcurKa8yufNkV5ckIiIiIiIiIiIiInJG/t4ePHRZV24bEseMpQf497qjfLIlk/vHJnLn8AR8PDXWqK1oOHJsTVo+J8pPjhz7xfB4UpLCGNwpRD8TzUju0cN8+84sjh8+SJfkoVz6q18TGBLq6rJEROQnqNPQBVCnoebFMAy2f7uQlR/8DR//AK64/xHi+/RzdVkX3erM1Ty26jG83b2ZNW4WfcL6uLokEREREREREREREZHzkna8lFcX7WPZvlyi2vnw6MRuXNsvWt1kWqGGI8dWp+Vx4HgZAKEB3qQkhZKSFMrIxFDCNXKs2bHW1LD+04/Z/NWn+AYGMe6uX9N16AhMJv07FRFpLjSezAkUGmqe8jKO8vVbr1GQncngq29g+JTbcfdo/U21DMPgP3v/wxupb5DUPok5l84hwj/C1WWJiIiIiIiIiIiIiFyw9YdO8PLCvezMKqZXVBBPTerBiER1MGnJ6kaO1YWEUo82HjnmCAo5Ro4pfNJ8Ze7dxbfvzKYwJ4teo8cz+ue/wjcg0NVliYjIDyg05AQKDTVfluoqVvz7PXYu+4bIxG5Mnv472oW33gCNxW7h5Y0v88mBTxgXO45XUl7Bz9PP1WWJiIiIiIiIiIiIiDQZu91g/o5s3vhmP5mFlYzuGsaTk7rTPSLI1aXJWTpWXMXqtDxWp+Wz9mDjkWOjuoaRkhTKoASNHGsJqisqWP3Rv9i+ZCFBYR257J77Seg7wNVliYjIj1BoyAkUGmr+9q9fzZJ352AYBpfdO5Xuw0e5uqQmV1RVxMPfPczmY5u555J7mNp/Km4mN1eXJSIiIiIiIiIiIiLiFNVWG++vS2f28jTKqq3cODCGhy/rRkQ7ja1qbipqrGw8UsDqA45uQmm5J0eOjUoKJaVrKCMSQwkP1N9dS3JoyyaW/v3PlBWcYMAVVzPi5tvx8vF1dVkiIvITFBpyAoWGWobi3OMsmPU6OWn7uWTcBMb+4l48fVrHg8/DxYeZumwqx8qP8cLwF7iqy1WuLklERERERERERERE5KIoqqjh7RUH+fe6dNzc4J6Uztw3ugsB3h6uLq3Nqhs5tiotj9UH8tmS7hg55u3hxuBOIYxKCiOlayjdOmrkWEtUUVzE8n+9y/51q+gQE8eE+6YR1bW7q8sSEZGzoNCQEyg01HLYrFbW/e8/bPryE0Iio7nywccJi+/k6rIuyLqsdTz63aN4unsyc+xM+oX3c3VJIiIiIiIiIiIiIiIXnbmggje+2c9X27Pp4O/Fg+OTuGVwHJ7u6sp/MeQUV7I6LZ81afmsOZhPQe3IsR6RQYxKCmWkRo61eIZhsHfNSlb8+z1qKioYct0Uhlx3E+4enq4uTUREzpJCQ06g0FDLk75zG4vmvElVeRmj7/gV/SZMbnFJdsMw+Hjfx7y++XW6tO/C7HGziQqIcnVZIiIiIiIiIiIiIiIutd1cxMsL97LxSAGdQ/15/IruTOjZscW9D9DcVdRY2Xi4gNVpjUeOhQV6k5IUyqikMEYkhhIW6O3iSqUplOTlsvRvb3Nk2xYik7ox4b5phMbGu7osERE5RwoNOYFCQy1TRXERi/88gyPbtpA4aCgTfj0d34BAV5d1Vix2C69teo25++cyJnYMr6W8hp+nn6vLEhERERERERERERFpFgzDYPm+XF5ZtI+DuWUMSgjmyUk9GBAX7OrSWiy73WB3dgmrD546cmxI5w6kJIZq5FgrZNjtfP/NAtZ8/G8ARt76c/pNnIybmzpGiYi0RAoNOYFCQy2XYbezZeGXrP7o3/i1b8/kBx4lpkdvV5f1k4qri3nku0fYmLORu3rfxfT+03HXAzMRERERERERERERkVNYbXbmpWbypyUHyC+rZvIlkTx2eTfiO/i7urQWoW7k2Oq0fNY2GDnWMzKIlKRQUpLCSE4I1sixVupEpplv35lF9oG9xPfpz2X3TKVdeEdXlyUiIhdAoSEnUGio5Tt++CBfz3yN4uPHGXrDLQy94eZmmZA+WnyUqcunklWWxe+H/Z5rEq9xdUkiIiIiIiIiIiIiIs1eebWVd1cd5t1Vh7Ha7dw+NJ4HxiUR4u/l6tKalbqRY6vS8lidls/B2pFj4YHejNTIsTbDZrWw6ctP2PjZXDx9fBnz87vpOWqcOkiJiLQCCg05gUJDrUNNZQVL//4X9q5eQUyP3lwx9RGCQsNcXVa99dnreeS7R/AwefDW2LcY0HGAq0sSEREREREREREREWlRckuqmLE0jbmbM/D39uC3YxK5a0RCm+2UUzdyzBESymNLeiEWm4GPpxuDO3VgVG03oa4dAxQYaSNyDu7n23dmk59xlG7DUhh75734t9dYPxGR1kKhISdQaKh12bNqOUv/9mfcPT2Z+OvpJA4a6uqSmLtvLq9seoVO7Tox59I5RAdEu7okEREREREREREREZEWK+14Ka8u2seyfblEtfPh0YnduLZfNG5urT8Yk11UyZq0fFal5bH2YD6FFRagduRYV0c3oYHxGjnW1liqqlg770O2LvwK/+BgLv3Vb0lMHuLqskREpIkpNOQECg21PoU5WXw983Vyjxyi38QrGX37L/HwuvgtSq12K69teo3/7v8vo2JG8VrKawR4BVz0OkREREREREREREREWqP1h07w8sK97MwqpmdkEE9N6sHIpFBXl9WkyqutbDxyglUH8lmdlsehvHLAMXIsJSmMUV1DGZEYSmiARo61Vek7t7Hk3dkU5x6nz/jLGXXbXXj7+bu6LBERcQKFhpxAoaHWyWqxsObjf7FlwZeExSUwefrjdIiJvWjHL6kp4dGVj7I+Zz139rqTBwc8iLubUv0iIiIiIiIiIiIiIk3JbjeYvyObN77ZT2ZhJaO7hvHkpO50jwhydWnnxWY32J1dzOq0fFYdyGNrxsmRY0M6dSAlKZRRXcNICtfIsbauqqyMlR/8jd0rlxIcGcVl9z5AbM9LXF2WiIg4kUJDTqDQUOt2+PvNLH57BpaaasbdeR+9x17m9AfR6SXpTF02lcyyTJ4b+hzXJV3n1OOJiIiIiIiIiIiIiLR11VYb769LZ/byNMqqrdw4MIaHL+tGRDsfV5d2RtlFlaxOy2NVWj7rGowc6xUV5OgmlBTKAI0ckwYObFzLsr//hcrSEgZddT1Db7wVTy91mxJxturqagoKCigtLcVms7m6HGnh3N3dCQwMJCQkBG/vs/s/XKEhJ1BoqPUrKzjBorffJGPXDroNS+Gye6c6rS3jppxNPLTyIdxMbswYM4PkiFP+vYqIiIiIiIiIiIiIiJMUVdTw9oqD/HtdOm5ucPfIztw3ujOBPp6uLq1eebWVDYdPsDqt8cixjkGOkWMpSRo5JqdXVljAsr//hYOb1xOe0IUJv55Gx05dXF2WSJtQXV1NRkYGwcHBBAUF4enpqY5vct4Mw8BisVBSUkJhYSFxcXFnFRxSaMgJFBpqG+x2G5u//JS18z4kKDSMydMeIzKpW5MeY97+ebyy8RXig+KZfelsYgMv3jg0ERERERERERERERE5yVxQwRvf7Oer7dl08PfiwfFJ3DI4Dk93t4tei81usCurmDUHTx05NrRzh/qgkEaOyY8xDIOdy79l1Yf/wGaxMOymnzFw8rW4e3i4ujSRNiMnJwdPT09CQ0NdXYq0Mvn5+VgsFiIjI8+4VqEhJ1BoqG3J2r+XhbPfoKzgBCNuvoNBV12Pye3CniBY7VbeTH2TD/d+yMjokbwx6g0CvAKaqGIRERERERERERERETlfOzKL+MOCvWw8UkDnUH8ev6I7E3p2dHo4J6uokjW1I8fWHsynqHbkWO9ox8ixlMRQBiYE4+2hkWPy0wqPZbPk3TmYd+8gpmdvJtz7AMGR0a4uS6TNOXDgAAkJCXh5ebm6FGllampqOHr0KF27dj3j2mYZGjKZTO8C9zS46ZBhGIkmk+kaYAYQB+wGbjMMY1ftfXoD/wQSgb8Bjxm1J2EymUYDfwXCgJcNw/hTg2PdCLwJeAKPGIbxcYNt9wPPAeXA3YZhLD+b+hUaanuqystY8s5sDmxcS9wl/Zg09RH82wef175Ka0r53Xe/Y232Wu7oeQePDHwEdzc9wBcRERERERERERERaS4Mw2D5vlxeWbSPg7llDEoI5slJPRgQd37vDZxOWbWVjbUjx1al5XG4duRYRJAPKUmhjEwKZWRiKB00ckzOkt1mY8vCL1k37z+4ubsz+vZfcsm4CRd8MbyInJ+9e/fSvXt3dYSTJmcYBvv27aNHjx5nXNtcQ0NbgSeATbU32YBwIBX4DbAceAPobhjGEJPJ5A3sA74G3gLeBuYahvFPk8kUBhwEXgU+BeYBDxmGsaI2aJQK3Ad8D3wOTDIMY7/JZJpYu/5moBj4EBhoGMaJM9Wv0FDb5Gjj+A0r/vUenj4+XHH/w3TqN/Cc9mEuMTN1+VQySjJ4eujT3Nj1RidVKyIiIiIiIiIiIiIiF8pqszMvNZM/LTlAflk1ky+J5LHLuxHfwf+c91U3cmx1bTehremFWO0Gvp7uDO0cwsikMEYlhZKokWNyHnKPHubbd2Zz/HAaXZKHcOmvfkNgiEYiibjS3r17zyrUIXI+zvbnq9mFhkwmkw+QB4QbhlHZ4PYrgWjDMN6p/XowsN4wDHeTyXQt8A4QZxhGtclk6gfMMQxjpMlkehC40zCMfrX3uxa40TCM200m01tAgmEY19ZuexAINQzjGZPJ9AVw1DCMB2u3vQXsMgzjb2c6B4WG2rYTmRl8/dZr5JvTSb7qekbecgfuHp5nvN/mY5t5aOVDAMwYM4NBEYOcXaqIiIiIiIiIiIiIiDSB8mor760+zLurDmOx2bltSDzTLk0ixP+nR85kFlawJi2f1Wn5rDmYT3GlY+TYJdHtGJkUSkpSKAPjNXJMzp+1poYNn/2XzV99ik9AIOPuuo+uQ0cqeCbSDCg0JM50oaEhD6dUdXb6Awawy2QyRQErgfsMw/j6B+t64uggBNAXWGsYRnXt19trt9dtazhWbCPwSoNtn/9g23MNtv3jB9tG4Rh9JvKjOsTE8bOX/8R37/+d1PmfYd69k8nTf0dwRNSP3ufTA5/y0oaXiA2KZc64OcQFxV3EikVERERERERERERE5EL4e3vw4Piu/GxwHDOWpvH++qN8ujWT345J5K4RCfh4OkI/ZdVWNhw6weq0PFan5XM4/+TIsQk9O5LSNYwRXTpo5Jg0icx9u/n2ndkUZmfSc9Q4xvz8bnwDg1xdloiItACuDA31BPYA04ECYAbwHjCxboHJZPIAfgf8tfamIOBI3XbDMAyTyWQzmUzBtdu2Nth/CRB1uvudw7ZTmEyme4F7AeLiFPho6zy9vBl/92+Jv6Qf37wzkw+fmM74X/2WHiljG62z2W28ueVNPtjzASOiRvD66NcJ8tKDNRERERERERERERGRlig8yIdXrr+EX45I4LXF+3ht8T4+WH+Uq/pF8X16EVszGo8cu31oPKO6htIlTCPHpOlUV1Sw+uN/s/3bBQSFhXPDky+Q0G+gq8sSEZEWxGWhIcMw/g78ve5rk8n0W+CoyWQKNgyjsPbmp2s//rn2oxWw/WBXVYBf7bbq09zOBWw7Xd3vAu+CYzzZj62TtiVpyHA6dklkwaw/snDOm6Tv3Ma4X/4aLx9fymrKeGzVY6zOWs1tPW7j0eRH8XBzZV5PRERERERERERERESaQlLHQP72i0GsP3SCVxbt5d1Vh+kd1Y57R3UmJSmMAfHtNXJMnOLw1s0s+dvblBWcYMAVVzPiljvw8vF1dVkiItLCNKfkQi5gwtHlp9BkMqUAjwAjGowjKwASf3C/QKCmdlvYaW7nLLcdOM02kbMWFBrOzc+/wvpPP2bDZ3PJPrCP5Ht+wXNpr5Neks6zQ59lSrcpri5TREREREREREREWhHDMLBaarBUVWGpqiIgpAPuHs3ppX+RtmFYlw58ef8Iqix2fL0UEhLnqSgpZsW/3mXf2u/oEBPHVS8+TlTXHq4uS0TEJRISEkhISGDlypWuLqXFctkzB5PJ9DawxDCML2pvGgYYQIbJZIoH5gEPGIaxs8HdNgN3NNhHJ8AbR/BnM3B9g7X9gawG9xsG/Ocntq09zTaRc+Lm7s6IKbcT16sPX8x8hcUv/YGgXpX85Zd/YWjUUFeXJyIiIiIiIiIiIi5mt9moqaqkprISS1UVNVUVtR+rsFRWUFNVRU1VJZZGayprb6uqva2SmuoqLJWO2w27vX7/ASEd6DfxSvqMvxzfgEAXnqlI22MymRQYEqcxDIN9a1ay/N/vUVNRwbAbb2XwtVPw8PR0dWkiItKCufJyg+3AayaTqRjwAmYD7+MYF7YA+Br41GQyBdSuLwdWAeEmk+lnhmF8BDwFLDUMw2Yymb4CZptMplHAeuAx4Jva+34KrDKZTHOATGAa8GHttk+AOSaT6YPar38FTHfWSUvbkOp1iP8MOcDYXZH03elHzgffUPGbHvgFtXN1aSIiIiIiIiIiInKWDMPAUl1VG9ZxBHospwvwnG3Qp6oSm8Vy1sf38PbGy8cXLx9fPH198fLxwTcoiHbhHfH08cHLt3abt+NzN3cPDmxYw5qP/82Gz/5Lr1GXMmDS1YRExTjxuyQiIs5Wkp/L0r/9mSPfpxKZ2I0Jv55GaGy8q8sSEZFWwJWhofeAbsAXgAVHiOdpYALQq/bP3Q3WdzIM46jJZLob+NhkMs3E0ZloDIBhGPkmk+kRYAmOgFERcGfttu21gaFtOEaPHQD+XLvf+cBNwGEc49GWAZ81/elKW2Cz23hr61v8a/e/GBo7lMdve4PDK1az6sO/88FjD3DF1EeJ693H1WWKiIiIiIiIiIi0OoZhYLNaqamsqB3VVVkb3DnZkcfyg3BPw7BPfbin+uQ2S3UVGMZZHd/dwwNPH1+8fGtDPLVBH/927R2f123z8Tn5tY8PXr5+p7nNFw9vb9zczr1jSd/LriAv/QhbF33FrpVL2L5kIZ36JzNg0jXEX9IPk8l0zvsUERHXMOx2ti1ZyOqP/o1h2Bnz83vof8WV5/X7QURE5HRMxlk+4WlOTCZTBDAQ2GAYxokfbOsEdAdWG4ZR9oNtPYFo4DvDMGp+sG0Q4F+77ay+KcnJyUZqaur5n4i0KuWWch5f9TjfZX7HLd1u4fHBj+Ph5sjl5R49zNczX6cwJ4uh101h2I0/w81dD+hERERERERERKTtstttJzvyVP4gtNMg6OO4rao+DOTo9lM7xqv2fnUBIbvNdnYHN5lqO/j44Onr5/jYMLhT29XHs67LT8PAj3eDz31PBn3cPZrfeJiK4iK2L1nEtm8XUFFcRGhsPAMmXUP3kaPx9PJ2dXkiIvITTmSZ+fad2WTv30N8n/5cds/9tAuPcHVZInIe9u7dS48ePU677YX5u9mTXXKRKzo3PaOCeP6qXud9//T0dDp16sRTTz3FSy+91Ghb79698fb2ZsuWLQAsXryYP/zhD+zcuRMPDw8GDhzIq6++Sv/+/U+774SEBBISEli5cuV513c2xz2XcwB4//33ef311zly5AidOnXioYceYsGCBSxcuJDFixczZsyYC6q3oZ/6+WrIZDJtMQwj+ZTbW2JoqLlQaEjqZJVlMXXZVI4UH+GJwU9wS/dbTllTU1XJ8n++w+6VS4nq2oPJ035HUFi4C6oVERERERERERE5N4ZhYK2pPuPorVNCQFUVjddUnwz6WGuqz/r4Hl7eDUI7J4M+dYGeRqO6fBoEfhp09vFqsM7Dy7tNddyxWizsW/sdWxd8QV7GUXwDg+g7YRL9JkzGv32wq8sTEZEGbFYrm7/6lA2ffoyntw9jfnEPPUeNa1O/t0Ram7YeGgIYM2YMWVlZpKWl1d+2c+dO+vTpw1tvvcX06dNZvnw5EyZMoF+/fvzqV7+ipqaGOXPmUFJSwv79+2nfvv0p+22K0NDZHvdszgFg/vz5XH311Vx55ZVcc801rF69mvfff58777yTSy+9lDFjxhAT03Tjgy80NOTK8WQircL3ud/z4IoHsdgt/GX8XxgWNey067x8fLn8Nw8S36c/S9+bw/uPP8CE+6bRdciIi1yxiIiIiIiIiIi0djar5dSxXJWV1FRX1t5W1SDo02Ac14+EgWqqzn5Ml5u7+2nHcfkGtasfveXZMMRTO8bL6wedfk52/vHRGJYL5OHpSe8x4+k1+lLMu3eyZeEXbPhsLpu++ITuI0YxcPK1hCd0dnWZIiJt3rFDaXz715nkZRyl67AUxt15r8KdIq3chYZxWoo77riDu+++m82bNzNo0CAAPv74Yzw8PLj11lsB2L17N1dddRV//etf6dixIwBJSUlMnjyZdevWMWnSJKfUdrbHPZtzAPjmm28A+OijjwgMDOTuu+/m66+/Jjc3l9tvv90p53AhFBoSuQBfHvySF9a/QFRAFLPHzaZTu05nvE+PEaOJ7NKVBbNeZ/6fXqHP+MsZ84t71A5YRERERERERKSNMuz2BoGdk8Gdk6GdH95W1SjMUz/Gq+rkNpvVetbHP904Lv/2wbTvGPkjo7oaB38ad/XxxcOz+Y3pEgeTyURc7z7E9e5DYU4WWxfNZ/fKpexZtZyYnr0ZOOlaOg8cpJCWiMhFZqmuYu28/7B1wZf4t2/PNY8+Q+Kgoa4uS0Skydx0001MnTqVjz/+uD5w89///pcJEyYQHu6YzvPAAw/wwAMPkJ+fz4IFC0hNTeWjjz4CIDc312m1ne1xz+YcAEaNGsXbb7/N3//+d2688UbWrl1LYWEhSUlJTjuHC6HQkMh5sBt2Zm6dyT92/YMhEUN4c8ybtPNud9b3bx8RyS0vvs6a/35A6vzPyNq3hysffJzQ2HgnVi0iIiIiIiIiIhfKMAyslprGnXhOGb1Ve1v1D0d1NVx/csSXtfocxnR5ep0a2vHzIyCkww+689SGeXx9G43mOhkCcvzx8PLC5ObmxO+YNFfBkdFc+stfM+Lm29m5/Fu+XzyfL//4Eu07RtL/iqvoPWY8Xr5+ri5TRKTVy9i1nW/fnU3x8WP0ufRyRt1+F95+/q4uS0SkSQUFBXHNNdcwd+5c/vjHP7Jp0yaOHDnCK6+8Ur9m37593HfffaxevRpfX18uueQSBg8ezIEDB5xa29ke92zOAeDSSy8lMjKSRx99lIceegiA8ePH88ILLzj1PM6XQkMi56jCUsETq59ghXkFU7pO4YkhT+Dpdu5XT7l7eDL69l8S37svi/48g/88+RBjfnEPfcZfrrm0IiIiIiIiIiJNxG6z1Y7eqvzJ0VunC/P8cF3dNsNuP6tjm9zcTtuRJygsHE/vhsGfH47l+vFRXW7u6gAjTcvHP4BBV13PwEnXkLZpPVsWfsGKf73L2rkfcsm4CfS//CrahXd0dZkiIq1OVVkZ3334D3at+Jb2EZFMef4VYnte4uqyRESc5o477mDu3LmsWrWKzz//nKCgIK6++ur67ddeey3FxcWsWrWKYcOG4e7uTmpqKh9++KFT6zqX457pHAB+9atfMWbMGGbNmsX+/fuJioqiU6czTyxyFYWGRM5BTlkOU5dP5WDRQZ4c/CS3dr/1ggM+Cf0G8vPXZ7Po7T+x9G9vk77zeybcOw2fgIAmqlpEREREREREpGUw7HYsNdWNx3JVVlJT/YOxXJWNu/o0CvpUOu5XFxKyWSxnffyTQZ6To7j8goLw7BhRG/jxwcvHr77Tz+k7+Jy8r7unpy4OkxbDzd2dbsNG0m3YSHLS9rNl4ZdsXfQVWxd+RdLgYQyYdA1R3XroZ1pEpAmkbVzHsn/8hYqSYgZdfQPDbvoZnl7eri5LRMSpJk6cSHh4OB988AELFy7kxhtvxNfXF4ATJ06wf/9+brvtNkaOHAk4ury+9957Tq3pXI/7U+dQZ9u2bYwfP57Q0FBCQ0OdWn9TUGhI5Cxty93G9BXTsdgs/PnSPzMiekST7du/fTA3PPkCm+d/xtq5H/D+oQeYPO0xorv1aLJjiIiIiIiIiIg4g9Viobq8jKqyMqorys7QrefUEV2W2kBQTVUVluoqMIyzOq67p+cPOvL44OXrh3+74DN26zm5vsEYL28fjekSqRWZ1I0rpz9GyW13se2br9mxbDEHNq4loksSAyZfS9chI3D30NsLIiLnqqywgOX/+Ctpm9YRltCZ6x5/no6dE11dlojIReHh4cGtt97KzJkzAfj5z39ev61Dhw7ExMTw5Zdf8sYbb+Dl5cXcuXNJTU0FoLKy0ik1netxf+oc6owaNYp///vf9aPOgoKCaNeuHb169SIuLs4p53EhTMZZPgmXUyUnJxt1PyzSus0/NJ/n1z1PhH8Ec8bNoXP7zk47Vk7afhbMep2S/DyG33Qbg6+9ETc3tZ0WEREREREREeexWa1Ul5dRWVbqCACVl1Fd5vhYVRcI+pHPrTXVZ9y/yeR2SgcfLx8fPH0bBHgahHsadutp2NWnYacfBRZELh5LVRW7v1vG1kVfUZiTRUBIB/pNvJI+4y/HNyDQ1eWJiDR7hmGwa+USvvvg71hrahh2489IvvI6PZ4RaSP27t1Ljx5qFgGwZcsWkpOTiY+P58iRI426WG7fvp2HH36YTZs24enpyWWXXcYDDzzAmDFjmDhxIgsWLDhlfwkJCSQkJLBy5crzrulcj/tT5wCwcuVKJkyYQHh4OCdOnKCqqqp+2/3338+cOXPOu9bTOdufL5PJtMUwjORTbldo6PwpNNT62Q07c76fw3s732NQxCD+NPpPtPdp7/TjVleUs/Rvf2bf2u+I7dWHSVMfISCkg9OPKyIiIiIiIiItl91mOzXUU15GVVlpowBQXVegqgbhIEt11U/u29PHFx//AHwCAvDxD8C79nNv/4Da2wPx8ffH2z+gUdefumCQh6eXRhqJtAKG3c6RbVvYsuALMnZtx8PLm16jx9H/iqvpEB3r6vJERJqlouPHWPLubDJ2bSemR28uu/cBQqKiXV2WiFxECg21Hfv376dnz57ceuutjB49Gh8fH+x2OydOnOCdd96hqKiI48ePN+kxFRpyIYWGWrcKSwVPrXmKZRnLuCHpBp4e8jSe7p4X7fiGYbB75VKW/fOveHh5c/lvHqTLwMEX7fgiIiIiIiIicvHZ7Taqy8tPE/Ypb9Ddp/SUYFB1uWMs2E/x9PbBuzb0Ux/8aRgEarDNJyDwZDDIz19XwYvIKfIyjrJ14ZfsXbMSm8VCp34DGTD5WuIv6aeQoIgIjsd1Wxd8ydp5/8HN3Y1Rt91Fn0sv1zhUkTZIoaGL79ixY2dc4+HhQWhoaJMe12az8dJLL/HZZ59x5MgRysrK8PHxISIiguHDh/PII4/Qv3//Jj2mQkMupNBQ63Ws/BgPLH+AA4UHeDT5UW7vcbvLnuieyDKzYObr5KUfYcAVV5Ny2114eF688JKIiIiIiIiInBu73UZ1RcXpu/uUlZ78uv72cqrKHUGgmsqKn9y3h5d3fUcfn4DAxp1/aj/6BpwMADUMBrl76PUEEWl6FcVFbF+yiG3fLqCiuIgOMXEMmHQNPVLG4Onl7eryRERcIi/9CN++M4tjh9LoPHAw43/1WwI7NO0b0yLScig0dPGdzXv73bp1Y9++fRehGudSaMiFFBpqnXbk7WDa8mlU2ap4Y9QbpMSkuLokrDU1rPrPP/l+8XzCE7owefpjal0pIiIiIiIi4kSG3U51ZUXjUV4/7O7TIATUKAhUUQE/8Zqbu6dn7TivulCPf4NOP6cGgXwCTnb+0YVEItJcWS0W9q9bxZYFX5CXfgTfwCD6XnYFfSdMJiA4xNXliYhcFFaLhY2f/ZdNX36Ct38A4+66j27DUtSBTaSNU2jo4lu6dOkZ1/j7+zNs2LCLUI1zKTTkQgoNtT4LDy/k2bXPEuYXxpxxc0gMTnR1SY0cTN3IN395C5vFwqW/+g09R43TA00RERERERGRH2EYBjWVlad096kP/9QHfsrrw0F1t1dXVGAY9h/dt7uHx8nuPgEnR3qdGvZp8HXtWnXeEJHWzDAMMvfsZMvCLzm0ZRNubu50HzGKAZOuoWOnLq4uT0TEabL27eHbd2ZRkJ1Jz5SxjPnFPfgGBrm6LBFpBhQaEmdSaMiFFBpqPeyGnbe3vc27O95lQPgA3hr7FsE+wa4u67RKT+SzcM4fydyzix4jxzD+7t/i5evn6rJEREREREREnMIwDCxVlad2+in7wdiv8tMHgQz7jwd/3NzdT475quv2Uxf28T/Z3cfnlHBQAB5e3rqQR0TkDApzsvh+8dfsWrEES3UVMT17M2DSNXQZOBg3N3dXlyci0iRqKitY/fH7bPt2AYEdQrnsnql06jfQ1WWJSDOi0JA4k0JDLqTQUOtQYangmbXPsCR9CdclXsezQ5/F0715t/q2221s/Gwe6z/5mHbhHZk8/TEiuiS5uiwRERERERGR0zIMA2t1df0Yr/rOPw3CPpUNAkF1t9dts9tsP7pvk5tbfZCnvvNPg64/Pv7+J8M+DYNAAQF4evso+CMichFUlZexa/m3bF08n9L8PNp3jKT/FVfRe8x4XRApIi3ake9TWfLe25QW5NP/8isZecvP8fLxdXVZItLMKDQkzqTQkAspNNTyHSs/xrTl09hXsI9Hkh/h5z1/3qJeLMzcu4uFs9+kvKiQlFt/zsDJ12Jyc3N1WSIiIiIiItJKWWqqHaO76kM95Y27+zTsBNRo3FcZdpv1R/drMrnhfdpOP42DQL4NAj91t3n5+rao5/IiIm2Z3WYjbdN6ti78kuwDe/Hy9eOScRPof/lVtAvv6OryRETOWkVJMSv//R5716wkJDqWib+eRlRXBQJE5PQUGhJnUmjIhRQaatl25e9i2vJplFvKeWP0G4yKGeXqks5LZVkp3/51Fgc3ryeh30Cu+O1D+LVr7+qyREREREREpJmy1tT8YKxX6Slhn/pQUMOxX+Vl2CyWH9+xyYS3n199h5+GY73qwz8Nwj51XX98AgLw8vHVRTAiIm1MzsH9bFnwJQc2rAEDEgcPZeCka4nq1kNhUBFptgzDYN+6Vaz45ztUV1Qw+NqbGHLdFDw8m/cECxFxLYWGxJkUGnIhhYZarsVHFvPM2mcI9Q1l9rjZJAW37NFehmGwfckiVr7/Hj7+AVxx/yPE9+nn6rJERERERETESWxWiyPQ84NQz8nOPqWNxnvVrysrw2qp+cl9e/v5Nwj1+OPjH1g/3su7QQjIxz+wcScgPz8Ff0RE5JyVnsjn+2++ZufSxVSVl9GxcxIDJ19D16EjcffwcHV5IiL1SvLzWPb3P3N462YiErsy8b5phMYluLosEWkBFBoSZ1JoyIUUGmp5DMPgL9v/wl+2/4UB4QOYMXYGIT4hri6ryeRlHOXrt16jIDuTwVffwPApt+uJtYiIiIiISDNls1rPIuxTXru9tFEnIGt19U/u28vXt7azT2B9t58fG/vl4x/gCAUFBOLt54ebm/tF+g6IiIicZKmqYveq5Wxd+CWFOVkEBIfQb+KV9Bl/Ob6BQa4uT0TaMMNuZ/uSRaz++F/Y7XZG3vxz+l9xpR43i8hZU2hInEmhIRdSaKhlqbRW8uzaZ/nm6Ddc0+Uanhv2HF7uXq4uq8lZqqtY8e/32LnsGyITuzF5+u9oFx7h6rJERERERERaJbvNdko3n0bjvX4Q+HHc7ggCWaoqf3Lfnj6+taEe//pOPz4BgaeGfU4z9svNXW9giIhIy2TY7RzZvoUtC74kY+c2PLy86TlqLAMmXUOH6FhXlycibcyJLDNL3p1N1r49xF3Sjwn3TtV7LiJyzhQaEmdSaMiFFBpqOXIrcpm2fBp7TuzhoYEPcWevO1v9XOz961ez5N05GIbBZfdOpfvwUa4uSUREREREpFmy221U1wZ5GoZ9GgWByhqOACut315T+dPBHw9v7/qAT6PAT0DDEWCBp3QC8vb3x93D8yJ9B0RERJqn/IyjbFn4FXvXrMBmsdCp30AGTLqG+D79W/3ruyLiWjarldT5n7H+k4/w9PZh9M/vptfoS/V/j4icF4WGxJkUGnIhhYZaht0ndjNt2TTKLGW8mvIqY+PGurqki6Y49zgLZr1OTtp+Lhk3gbG/uBdPHx9XlyUiIiIiIuIUlppqygsLqS4vo7Kuu09ZgwBQw64/tWO/qsvLqK4o/8n9enh6nRzn9YOxXvVBoB90+qlb5+Gp4I+IiMiFqiguYvvSRWz7ZgEVxUV0iIljwKSr6ZEyFk8vb1eXJyKtzLFDaXz7zizy0o/QdehIxt11H/7tg11dloi0YAoNiTMpNORCCg01f98e/Zan1zxNsE8ws8fNpltIN1eXdNHZrFbW/e8/bPryE0Iio7nywccJi+/k6rJEREREREQuiGEYFOceJ+fAXrLT9pF9YB956Ucw7PbTrnf39Dwl1NNovFejTj+BjcJBHl6tb7S1iIhIS2S1WNi/bhVbFn5J3tHD+AYG0feyK+g7YTIBwSGuLk9EWjhLdRXr/vcRW77+Ar/27bn0V78hadAwV5clIq2AQkPOk5CQQEJCAitXrryg/fzjH//gzTffJC0tDZPJxNChQ5k1axZ9+/ZttG7t2rU89dRTbN26lZCQEB577DHuv//+RmtsNhtvvvkm7777LkePHsXT05Px48cze/ZsEhISTjm2YRjceuutHDt27LzO40JDQx7nfESRFsAwDN7Z8Q5vb3ubfmH9mDF2BqG+oa4uyyXcPTxIufUXxPXuy6I5b/Kfpx9m9B2/ot+EyWqjKSIiIiIiLYaluorjhw7WB4Ry0vZRUVwEgKePL5GJSQy+5iaCI6Nqwz7+J0NBAYHqQiAiItIKeHh60mv0pfQcNY7MPTvZsvArNnw+j01ffkr34SkMmHQNHTsnurpMEWmBMnbtYMm7syk6nsMll05k1G134eMf4OqyRETkInjrrbd46KGHGD16NL/+9a85fvw4b731FmPGjGHPnj1ERkYCjsDQpZdeSnh4OM899xyZmZk88MADeHl5cc8999Tv75FHHmHmzJlcffXVPPzwwxw4cIA5c+Ywbtw4du3ahZ+fX/1awzCYPn06c+fOZfTo0Rf93EGhIWmFqqxVPLf2ORYdXcRVna/i+eHP4+2uF4fjL+nHz9+Yw+I/z2D5P/5Kxs5tTPj1dHwDAl1dmoiIiIiISCOGYVCSd5zsAycDQnnpR7DbbAAER0aR0HcAUV27E5nUndC4eNzc3F1ctYiIiFwsJpOJ2F59iO3Vh8Jj2Xy/eD67Vixlz+oVxPTozYDJ19Bl4GA9PhCRM6oqL2PVh/9g5/JvaR8RyU3Pvkxc7z6uLktERC6SvLw8nnrqKe655x7efffd+tsTExO56667+OCDD3jssccA/r+9O4/Lqs7///94sy+KOwguoIJbqCiIS+aaG65ZWVZazWTZQrbMOH3tVzP1qbF91KzJLFssjWamstQ0zUwTFUFTVFBc00TFfUUQ3r8/QBL3DQ7L8367cUPPOZzrecrjhVzP6/Xm4Ycfxtvbm8WLF1OnTh0AvL29efrpp7nrrrvw9fUlOTmZ8ePH8/LLLzN69OiC81WuXJkXXniBGTNmMHjwYAAOHDjAPffcQ3x8PBUqOFdUVWlIypSM4xmM/Gkka/auYWSrkfw5/M+apnMGH79K3DLqeVZ8/y0LP/+YT0fF0uexv1C7abjT0UREREREpBzLzjrJ7k1pBQWhnRvOmCLk6UXN0Ia07n8rgWGNCQxrhI9fJWcDi4iISIlRpWYQXe97iPa3382a+T+wcs4Mvn3jZSoF1KRVr36Ed+mOh7fPpU8kIuVOWkI8P05+j+OHDtK6/620u/0uTSgVESlnjhw5wrPPPnvOEmNRUXmreO3evRuAdevWkZyczBNPPFFQGAIYOXIkr776KnPmzGHQoEHk5uby0ksvFRSNLnQ+gE8//ZQdO3awdOlSevbsWSTXdzlUGpIyI2VfCrHzYzmcdZh/dfkX3ep2czpSiWRcXIjsM5DaTcKZMe5VvnxxNG1vvZO2t96hd96IiIiIiEiRy5sitIedaamk508Syti2uWCKUOWagYQ0b0lgwyYENWxM9TrBuLjq3yoiIiJycV6+FYjqN4hWMQPYuHwJSTOn89Mnk1j85ec069qdlr36U8k/wOmYIlICHDt4gPmT32PDssXUCK7HLaOe19KGIuKc75+BXclOp7i4ms2g9ytX/eXbtm2jXr16jB49mpdeeqnQvvDwcDw9PUlKSgJg9uzZvPzyyyQnJ+Pm5kZkZCSvvPIKLVu2vKZLuJD69evz7LPPnrN96dKlAERERACQnJz3/6hr166FjgsMDCQoKIikpCQGDRpEixYtaNGixSXPB9CvXz8eeeQR3N3dr8elXDWVhqTMGLdyHMYYPu39KY2rNnY6TokXUD+Uoa+M48cP/82S/05l+9rV9H7safyq13A6moiIiIiIlCHZWSfZvXljQUEoPS2VYwcPAODm6Ulgg4ZE9RtUsNSYpgiJiIjItXBxdaVh2w40bNuB9I3rWTHrW1bOnsGKWd8RGt2WVjEDqNWoqSbUi5RD1lrWLpjHz1M+JDvrJB3uHEZUv0G4uunlUhGRohQcHEzHjh2Ji4srVBpKTk5m7dq1jB07FoD58+fTt29fIiIiGDNmDFlZWUyYMIFevXqxfv16KleuXCx5s7OzeeuttwgICGDgwIEA7N+/H8grGZ0tICCArVu3XvB8Bw4cYOLEiTRr1oz27dsXbD/fuZygZ0EpM/7Z4Z/k2lyqe1d3Okqp4eHtQ+/Hnia4eUvmffAuU/72OD1HjCS0dVuno4mIiIiISClkreXI3gx2bkgpmCS0Z+sZU4QCAqnbLIKgsMYENmxMjbohmiIkIiIiRSYwtBF9Hv8rHe++n1/nzGD1vNmkLYsnoH4YkTH9adiuA65uzr6zW0SKx8Hdu5g7aQK/Jf9KrcY30OOhWKoG1XY6lojINU3wKU2GDh3KAw88wPLly2ndujUA06ZNw83NjSFDhgCwdu1a+vXrx3vvvUdAQN6EyLCwMPr06UN8fDwxMTHFkvWFF14gJSWFjz76iIoVKwKQm5sLQIUKFc453sfHh0OHDl3wfLGxsezbt4+4uDhcS+DPwVQakjKjqldVpyOUWk07diUwrBEzxr3G9DdeIqJnXzrd8yfcPDycjiYiIiIiIiXYOVOENq7n2IG8d165eXpSs0EYUX1vyVtqLKwRPpUqOxtYREREyqWK1apz01330XbQnaxbNJ+kWd8ya8KbLPz8IyJ69qX5zb3wrujndEwRKQK5uTmsmPUti7/8DBcXF25+4BGad+uFcXFxOpqISLly++2389hjjzFt2rSC0tAXX3xBjx498Pf3B/LKNbGxsezdu5eZM2eSmJjI1KlTAdizZ0+x5Jw9ezZjxoxh8ODB3HfffQXbfXx8gLw3zJ0tNzeXzMzM857v/fff5/PPP2fUqFHnLG1WUqg0JCIAVAmsxZD/e4Nfpn1M0szp/J6yhj4j/0a12nWcjiYiIiIiIiXA+acIbSE35xQAlQJqUveG5gQ2bExQWGNqBNfTFCEREREpUdy9vGjRPYbm3XqxZVUSK2Z9yy9ffMrSr+Jo2rELrXoP0M9DRcqQjN+28sPE8ezauIH6rVpz8wOPUrGaVqsQEXGCn58fAwYMIC4ujjfeeIOEhAS2bNnCmDFjCo5JTU3loYceYtGiRXh7e9OsWTOio6PZsGFDsWRMTU1lyJAhhIeHM3ny5EL7atWqBcCWLVsICQkptG/Pnj20aNHinPMtXLiQ2NhYevTowT//+c8iy32tVBoSkQJu7u50Hjacus0imP3Ov/hs9BN0ve8hwrt01xrfIiIiIiLlzKmsLHZv3lhQENqZlvrHFCGPvClCkX0H5i01FtYI38pVHE4sIiIicnmMiwv1W7amfsvW7P1tK0mzvmXtzz+yet5sQiIiiYwZQHDzlvqZqEgpdSo7m2Vfx5HwzX/w9K1An8f/SqP2HXVPi4g4bOjQocTFxbFw4UK+/vpr/Pz86N+/f8H+gQMHcujQIRYuXEi7du1wdXUlMTGRzz77rMizpaenExMTg5eXFzNmzMDX17fQ/pYt8743/Pnnn+nSpUvB9oyMDDZv3kzv3r0LHb9u3TpuueUWQkND+fLLL0vksmSnqTQkIueo37I1w157m+/feZMfJo5n2+qVdH/wMTx9fC/9xSIiIiIiUupYazmyLyNvibH8gtCeLZv/mCLkH0Cdps0IatiYoIZNqF43BFc3/UhBRERESr/qdUPoOeJxbrrrXlbNncWvc2byv38+T7XadWkV058mN3XB3cPT6Zgicpl+X5/CDxPHs//37TS9qQudhj2Aj18lp2OJiAjQs2dP/P39mTJlCrNmzeK2227D29sbgH379rF+/XruvvtuOnToAOT9vGrSpElFnis9PZ2uXbuSkZHBggULqFPn3MmTNWrUoGPHjkyePJknn3ySSpXynlsmTpyItZaePXsWHJuSkkK3bt3w9PRk1qxZBceWVPoJn4icV4Wq1bj12f9j+fT/sfjLz9i1aQN9Hh9FYFgjp6OJiIiIiMg1OpWVxe4tm0g/Y6mxo2dMEQqoH0pknwEFS41pipCIiIiUdT5+lWh36xBa97+N9fELSZo1nbnvT2DRtE9pcXNvInr2oUKVqk7HFJELyMo8wS/TPmXlnBlUrFadQf/vBepFRDodS0REzuDm5saQIUMYN24cAMOGDSvYV61aNWrXrs306dN5/fXX8fDwIC4ujsTERABOnDhRZLluu+02UlNTGTZsGCkpKaSkpBTsCwgIoHv37gC8+OKLdO3alZiYGEaPHs2qVat48cUXadasGT169AAgKyuLmJgYdu3axVNPPcWiRYtYtGhRwfkaNGhAu3btiuxaroax1jqdodSKioqyp/+QipRlOzekMHP86xzdv48b7xhK636DMC4uTscSEREREZHLdHhvBulpqQWThPZs3UTOqbwpQn41Aghq2JjAsMYENWxMjeB6miIkIiIi5Z61lh0pa0iaOZ1NSctwcXGlUfubiIwZQED9UKfjicgZtvyaxNxJEziyby8te/alw51D8fD2cTqWiEiBlJQUmjRp4nSMEiEpKYmoqCiCg4PZsmVLoaUjV61axVNPPUVCQgLu7u50796d2NhYOnfuTM+ePZk5c+Y55wsJCSEkJIQFCxZcVZ5du3YRGBh4wf2dOnUqdO6vvvqKESNGkJGRAeQtWxYXF0dYWBgAS5cuvWgp6N577+Xjjz++rtdxuX++jDFJ1tqoc7arNHT1VBqS8iTz2FHmvj+BDUt/oW6zCGIee1rvNhYRERERKYFOZWezZ8vGQkuNHd2/DwA3dw8CGoQWFISCGjbR9/UiIiIil3BwVzorZn/Lmp/mkZ15gtpNwmkV058GUW1wcXF1Op5IuXX88CEWfPoBKYt+omqtOvR46HFqNdKL8iJS8qg0VLYcP36c+Ph4vL29adu2La6uzn4/qNKQg1QakvLGWkvy/Dn89PEk3L286P3oUxrvKSIiIiLisCP79uYVhNJS2LkhlT1bCk8RCgxrlFcQCmtMjZB6uLq5O5xYREREpHQ6efwYyfN/YOXs7zicsYdK/gG07NWf8C7d8fTRVBOR4mKtZX38QuZ//D4njx0leuDttLnlDtzc9W8dESmZVBoqfrt27brkMW5ublSvXr0Y0hQtlYYcpNKQlFf7dvzGjLGvsnf7NqL6DaLDnUP1woOIiIiISDHImyK0qWCpsZ1pqRzdtxc4d4pQYFhjKlSp6nBiERERkbInNyeHjYlLSZo5nZ3r1+Hh7U2zrj1o2asflfxrOh1PpEw7sm8v8z54h80rllOzQRg9RoykRt0Qp2OJiFyUSkPF78xlzy6kUaNGpKamFkOaonWtpSG3IkklImVatdp1ueufb/Hzpx+S+N1XbF+bTJ+Rf6VKzSCno4mIiIiIlClH9u/NW2IsvyC0Z/PGM6YI+VOrUVNNERIREREpZi6urjRscyMN29zIro0bSJo1nZWzZ7Bi1neEtm5Lq5j+1Gp8w2W9WCUil8fm5rJq3mwWTf2I3JxcOg97gJa9+2mJQBEROa+5c+de8hhfX99iSFLyadLQNdCkIRFIWxbPnInjsLm53PznR2hyUxenI4mIiIiIlEpnTxFKT1vPkX0ZALi6uxNQP6ygIBTYUFOEREREREqSI/v28usPM1k9bzaZR48QUD+UyJgBNGzXQcVukWu0f+cOfpj4Nr+nrqVuswi6D3+MygGa6iUipYcmDUlR0vJkDlJpSCTP4b17mDn+DXauX8cNnbrR9U8j8PDydjqWiIiIiEiJds4UoS2byMnOBqBi9RoEnV5mrGFj/EPq68UmERERkVIg+2Qm6xbOJ2nWtxzYuYMKVaoS0bMvzbr1xMevktPxREqVnFOnSPzuK5b8bxpuHh50HvoAN3S+WVO8RKTUUWlIipJKQw5SaUjkD7k5OSz53zSWfhVHlZpB9Bk5ioB6DZyOJSIiIiJSIuScymbPls0FBaH0DamFpwjVCyWwYeOCSUIVqlZzOLGIiIiIXAubm8vWVStImjWdbatX4ubuQdOOXWkVM4Bqtes4HU+kxNu9eSNzJo4nY+tmGra5ka5/GoFv5SpOxxIRuSoqDUlRUmnIQSoNiZxr+9rVzJrwJicOH6Lj3ffTsnd/tf5FREREpNw5un8fO08vM7Yhld1bNv4xRahajbyCUP4koRoh9XFz1xQhERERkbJq7/ZtrJg1nXWLfiInO5uQFq2IjBlAcItW+tmpyFmyT2YS/5+pJM38Bp9Klen2pxGERbd3OpaIyDVRaUiKkkpDDlJpSOT8jh8+xJz3xrE5KYH6rVrT8+EnNHpXRERERMqsnFPZ7Nm6udBSY0f25k8RcnPDv35ooaXGKlat7nBiEREREXHC8cOHWD33e379YSbHDh6gaq06RMYMoEnHLrh7eDodT8Rx29eu5of33+bgrnSade1Bx3v+hJdvBadjiYhcM5WGpCipNOQglYZELsxay8rZM1j42Yd4VfQj5rG/UDe8udOxRERERESu2dED+/MKQvmThPZs3sip7CwAKlSr/kdBKKwx/vUaaIqQiIiIiBSScyqb9fGLSJo5nT1bN+FV0Y8WN/cmokeMlqmVcinz2FEWfv4RyT/OoXJAIN0fjNXrCSJSpqg0JEVJpSEHqTQkcml7tm5mxrjXOJD+O21vGUy72+7CxdXV6VgiIiIiIpcl59QpMrZu/mOpsbRUDmfsAfKnCNVrkF8QakJQw8ZUrKYpQiIiIiJyeay1/J6ylqRZ37AxcRkuLq40an8TkTEDCKgf6nQ8kWKRtnwJP374b44fPEhk32mAkI4AAF8ASURBVIG0v/0u3D29nI4lInJdqTQkRUmlIQepNCRyebIyTzD/o4msXTCPoIZN6PP4X/Gr4e90LBERERGRcxw7eICdG1IKCkK7N50xRahqNYLC8pYYC2rYGP96oZoiJCIiIiLXxcHdu1j5/bck/zSX7MwT1Gp8A5F9BtAgqg0uLnoTppQ9xw4eYP7k99iwbDE16obQY8RIajYIczqWiEiRUGlIipJKQw5SaUjkyqQs/pl5kyZgXFzo8dDjNGxzo9ORRERERKQcyzl1ioxtWwoKQjs3pHI4YzcALq5uBNRrUFAQCgxrjF/1Gg4nFhEREZGy7uTxY6z5aS4rvv+Owxm7qeQfQMte/Qnv0h1PHx+n44lcM2sta3/+kZ8//YDsrJO0u3UIUf0G4erm5nQ0EZEio9KQFCWVhhyk0pDIlTu4K52Z419j16Y0mt/ci873Dsfdw9PpWCIiIiJSDhw7eICdaamkb8grCO3evJFTWSeBM6YIhTUisGETAuo1wM3Dw+HEIiIiIlJe5ebksClxGUmzvuH31HV4eHsT3qUHrXr3o5J/TafjiVyVQ3t2MXfSO2xbvZJajZvS46HHqRpU2+lYIiJFTqUhKUoqDTlIpSGRq5NzKptfvphC4ndfUa12Xfo+8Teq1wl2OpaIiIiIlCE5p06x97ethZYaO7RHU4REREREpPTZtSmNpJnfsGHpL9hcS4OoNkT2GUCtxjdgjHE6nsgl5ebmsPL77/glbgrGuNDxrvto0b03xsXF6WgiIsVCpSEpSioNOUilIZFrs3XVCr5/5y2yjh+n873DaX5zL/0jV0RERESuyvFDB9m5IbVgktCuTWl/TBGqUjWvIBTWWFOERERERKTUOrJ/L7/OmcnqebPJPHqEgPqhtIoZQKN2HXB1c3c6nsh57f1tKz9MfJv0jeup36o13f78iN60ISLljkpDRSckJISQkBAWLFhwTeeZPHkyb775JmlpaRhjaNu2LePHj6dFixaFjlu8eDGjR49mxYoVVK1alVGjRvHoo48WOiYnJ4c333yT999/n61bt+Lu7s7NN9/M22+/TUhISKFjZ8yYwQsvvMDatWupU6cOL7/8MrfddtsVZVdpyEEqDYlcu2MHD/D9O2+xbfVKwtq0p8eDj+NVoYLTsURERESkBMvNySFj25Y/lhpLS+XQ7l1A3hQh/3r18wtCeZOEKlaroXK6iIiIiJQZ2SczWbfwJ1bMms7+nTvwrVKViB59aH5zL3z8KjkdTwSAU9nZLPv6SxK++Q+ePj50uf8hGrfvqH+biUi5pNJQ0bkepaGxY8fy5JNP0qlTJ2699VZ2797N2LFjcXd3Z926dQQGBgJ5haFu3brh7+9PbGwsO3bs4O2332bixIkMHz684HxPPPEE48aNo3///vTs2ZMNGzYwYcIE6taty5o1a/Dx8QHgP//5D3fccQdNmjRh+PDhrFy5kilTpjB79mx69Ohx2flVGnKQSkMi14fNzSVxxtf88sWn+FapSp/HR1GrkZ44RURERCRPoSlCaflThE7mTRHyrVL1j4JQWGP86zfA3cPT4cQiIiIiIkXP5uaydfVKkmZ+w7bVK3Fz96Bpx660iulPtdp1nY4n5djODSn8MPFt9u34jSYdOtP53uEqtIlIuabSUNG51tJQRkYGwcHB3HPPPbz//vsF2z/++GPuv/9+Xn31VUaNGgVA8+bN2b59O6tXr6ZOnToAPPPMM7z77rukp6fj6+tLcnIyLVq04KWXXmL06NEF5/vHP/7BCy+8QFxcHIMHD+bEiROEhIRQoUIFVqxYQaVKec+Td955J8uXL2fTpk2XfQ3XWhpyu+xHEhEpIsbFhdb9b6V203Bmjn+duH/8jfa33030wNtwcXF1Op6IiIiIFKOLTxFyxT+kPs269iAorDFBDZtQsbqmCImIiIhI+WRcXKgXEUm9iEj2bt/Giu+/Zd3C+az+cTYhLVrRKmYAIS1a6ftlKTZZmSf45YtPWTl7BhWrVmfQM/+gXstzXpsUEZEzvJrwKqn7U52OcVGNqzbmb9F/czpGkThy5AjPPvvsOUuMRUXlPX/t3r0bgHXr1pGcnMwTTzxRUBgCGDlyJK+++ipz5sxh0KBB5Obm8tJLLxUUjS50vp9++ok9e/YwevTogsLQ6fO1b9+eFStW0KpVq+t/weeh0pCIlBiBoY0Y+so45n3wLovjpvDbmlXEPPY0FapWczqaiIiIiBSR44cPsXNDKukbUth59hShylUIDGtMi5t7E9iwMQH1QzVFSERERETkPKrXCabHg7F0uHMYq+fN5tcfZvLVmL9TtVYdImMG0OSmzrh7ejkdU8qwrb8mMfeDdzi8N4OIHn24acgwPLx9nI4lIiIlwLZt26hXrx6jR4/mpZdeKrQvPDwcT09PkpKSAJg9ezYvv/wyycnJuLm5ERkZySuvvELLli2LJFv9+vV59tlnz9m+dOlSACIiIgBITk4GoGvXroWOCwwMJCgoiKSkJAYNGkSLFi1o0aLFVZ+vVau8wndSUpJKQyJSPnn6+BIT+xeCm0Xw40fv8cmoWHo9/AQNIqOdjiYiIiIi1yg3J4eM37YWTBBK35DKwd3pQN4UoRrB9WnWpUfBUmN+Nfz1rmgRERERkSvg41eJtoPuoHX/QayPX0TSzOnMnTSBRV98Soube9GiRwwVq1Z3OqaUISeOHGbBJ5NYt+gnqgbV5s4XXqNWIy3BIyJyucrqBJ8zBQcH07FjR+Li4gqVhpKTk1m7di1jx44FYP78+fTt25eIiAjGjBlDVlYWEyZMoFevXqxfv57KlSsXS97s7GzeeustAgICGDhwIAD79+8H8kpGZwsICGDr1q0XPN+BAweYOHEizZo1o3379hc9n6enJ5UrV77o+a43lYZEpMQxxhDepTuBDRszc9xrfPPai7Tq3Z+b7r4fN3d3p+OJiIiIyGU6fvgQ6Wmp+ZOE8qYIZZ/MBMCnUmWCGjamWbeeBJ2eIqR3PouIiIiIXBeubu407diVJjd14feUtSTNms6yb/7D8m//R6N2NxHZZyAB9UOdjimlmLWW9UsWMf+jiZw8dpS2g+6gzS134Obh4XQ0EREpgYYOHcoDDzzA8uXLad26NQDTpk3Dzc2NIUOGALB27Vr69evHe++9R0BAAABhYWH06dOH+Ph4YmJiiiXrCy+8QEpKCh999BEVK1YEIDc3F4AKFSqcc7yPjw+HDh264PliY2PZt28fcXFxuLq6FpzPGIOPz7lT+S51vutNpSERKbGq1arDXS+9ycLPP2LF99+yI2UtfUaOompQLaejiYiIiMhZcnNy2Lt9W6Glxg7uypsiZFxc8A+pzw2dbyaoYWOCGjbGr0aApgiJiIiIiBQxYwy1m4ZTu2k4B3fvYuX335L801xSfllArcZNiYwZSIPWbXBxcXU6qpQiR/btZd6H77I5KYGaDcLo8f+9RI3gek7HEhGREuz222/nscceY9q0aQWloS+++IIePXrg7+8P5JVrYmNj2bt3LzNnziQxMZGpU6cCsGfPnmLJOXv2bMaMGcPgwYO57777CrafLvdYa8/5mtzcXDIzM897vvfff5/PP/+cUaNGFVqKzMfHBxcXF3JzcwuKRJdzvqKg0pCIlGhuHh50vf8h6jaLYM6/x/LZMyPp9ueHadqxq15kEhEREXFQ3hSh9QWThHZt3FBoilBgWGOade1JUFhjAhpoipCIiIiIiNMqB9Sky30P0n7w3az5aS4rvv+Ob9/6J341AmjVux/hXXrgeZ53u4ucZnNzWf3jHBZ+/hG5OTl0GvpnWsX0V+lMREQuyc/PjwEDBhAXF8cbb7xBQkICW7ZsYcyYMQXHpKam8tBDD7Fo0SK8vb1p1qwZ0dHRbNiwoVgypqamMmTIEMLDw5k8eXKhfbVq5Q212LJlCyEhIYX27dmzhxYtWpxzvoULFxIbG0uPHj345z//ec75cnJy+O2336hX74/ibU5ODvv27aNSpUrX6aouTaUhESkVQqPaEPDa28ya8Aaz3/0X21av5OYHHsHDW/+IFRERESlqubk57P1t2x9LjaWlciB9J5A3RahGcD1u6NyNoLDGBDZsQiV/TRESERERESmpPH18iewzkJa9+7Fp+TKSZn3Dgk8/IP4/nxPeuTste/enckBNp2NKCbN/5+/Mff9tdqSsoW54c7oPj6VyzUCnY4mISCkydOhQ4uLiWLhwIV9//TV+fn7079+/YP/AgQM5dOgQCxcupF27dri6upKYmMhnn31W5NnS09OJiYnBy8uLGTNm4OvrW2h/y5YtMcbw888/06VLl4LtGRkZbN68md69exc6ft26ddxyyy2Ehoby5ZdfnjNNKDIyEoCff/65UGlo5cqVZGVlERQUdL0v8YJUGhKRUqNiterc/tzLLPv6S5b8ZxrpaevpM3IUNRuEOR1NREREpEw5ceQw6Wnr8wtCKaRvTCM78wQA3n6VCGrYmBs6dyeoYWNq1g/D3UtThEREREREShsXF1fC2rQnrE17dm1KY8Ws6fz6w0xWzP6O0Kg2RMYMpFaTG/SGgHIu59QpEmd8zZL/TsXNw4MeIx4nvHN3/bkQEZEr1rNnT/z9/ZkyZQqzZs3itttuw9vbG4B9+/axfv167r77bjp06ADkLQU2adKkIs+Vnp5O165dycjIYMGCBdSpU+ecY2rUqEHHjh2ZPHkyTz75ZMEkoIkTJ2KtpWfPngXHpqSk0K1bNzw9PZk1a9Z5pwa1atWKevXqMWHCBO6++27c3d0BeO+99wAKna+omfOtuSaXJyoqyiYmJjodQ6Rc2pG6llnj3+DYwQPcNGQYkX0GYlxcnI4lIuIIay17tm5m4/IlHN2/Hw8vLzy8vXH38sbdywuPQp+98fDyOuOzF24envpBj0g5lpubw77tvxVMENq5IZUD6b8Df0wRCmrYWFOERERERETKgaP79/HrDzNZNfd7Mo8ewb9eAyJjBtCo/U24urk7HU+K2e7NG/lh4tvs2bqJsDbt6Xr/CCpUqep0LBGRUiclJYUmTZo4HaNEeOKJJxg3bhwACxYsoFOnTgX76tSpw8GDB3n++efx8PAgLi6OxMREsrOzeffdd3n44YfPOV9ISAghISEsWLDgqjPdeOONxMfHM2zYMLp3715oX0BAQMG2hQsX0rVrV9q0acPo0aNZtWoV//jHP2jcuDGJiYl4eHiQlZVFo0aN2Lp1K0899RQtW7YsdL4GDRrQrl07AKZOncrdd99N//79eeSRR5g7dy5vvfUWPXr0YPbs2Zed/3L/fBljkqy1UedsV2no6qk0JOKsE0eP8MN749m4fAkhEZH0fuRJfCpVdjqWiEixsLm57ExbT1pCPBsT4jm0ZzfGuOBTuTLZmZlkZ2Zibe5lncsYl/xSkVehopGHtzfunl6Fi0beZxWRPM/criKSSGlw4ugR0tNSSd+QVxDatWkDWScKTxEKDGusKUIiIiIiIuVY9slMUhYtIGnWdPb/vh3fylWI6NGH5t174+N37rvlpWzJzjrJkv9OI/G7r/Dxq0S3Pz1MWJv2TscSESm1VBr6Q1JSElFRUQQHB7Nly5ZCryOsWrWKp556ioSEBNzd3enevTuxsbF07tyZnj17MnPmzHPOd62loV27dhEYeOHlNjt16lTo3F999RUjRowgIyMDyFu2LC4ujrCwvJVxli5dWlAKOp97772Xjz/+uOD3//73v/nrX//KsWPHAOjWrRuff/45AQEBl30NKg05SKUhEedZa1k193sWfDoJL98K9H70aYKbRzgdS0SkSOTm5LAjZQ0blsWzcfkSjh3Yj4urG8HNIwhr054GkW0KfnBnreVUdhbZmZlknThBduYJsjIzyc48kbct8wRZ+b8+c98fn08fl//7EyeuqIiEMXkTj7wuPfHodGHJw9unUBGpUHlJRSSRq1J4itB6dqalcmDnDiB/ilDdegQ2bFwwSahSQE3dZyIiIiIiUsDm5rJ19UpWzJrO1lUrcHP3oEnHLkTGDKBa7bpOx5MisH1dMnPff5sD6TsJ79KDTvf8Ca8KFZyOJSJSqqk0VLYcP36c+Ph4vL29adu2La6urtd0voMHD7J06VKqV69OVNQ5nZ5LUmnIQSoNiZQcGb9tZcbYV9m/cwfR/W+l/eB7cHVzczqWiMg1O5WdzW/Jv+ZNFEpcRuaRw7h5eFIvIpKwNu2p36o1nj6+xZLlzCLS6YLR6ULS6SLSH58vXUQ6XWi60iJSXuGocBHpdAmpcEnpQtvzP3t7q4gkZc5FpwhV9MsrCOVPEQpoEIaHl7fDiUVEREREpLTYt+M3Vsz6lnUL53MqO4vg5i2J7DOQkBat9G/rMuDk8WMs/PwjVs+bTaWAmvR4MJa64S2cjiUiUiaoNFT8du3adclj3NzcqF69ejGkKVoqDTlIpSGRkiX7ZCY/fTKJ5B/nEBjaiD4j/0ol/5pOxxIRuWLZmZlsWZVE2rJ4Nq9IIOvECTy8fWgQGU1YdHtCIlrh7lk2lgs6XxHpzMlGhYpIJy82Nel6FJG8cPf8Y7LRmcutnT0d6ULlJQ8vb9w8VUSS4pGbm8O+HdsLCkKFpggZF6oHhxQUhAIbNqZyQKD+bIqIiIiIyDU7fvgQq+fN5tcfZnLswH6q1qpDq979adqxS5n5eUV5szFxGT9+8A7HDh4ksu9A2t9+l/5fiohcRyoNFb/L+Tloo0aNSE1NLYY0RUulIQepNCRSMq1f8gtz338bay3dH3yMxu07Oh1JROSSMo8dZfOK5aQti2frqhWcyjqJd0U/GkS1pWGb9tQJb4Gbu7vTMUsFay052dkXnnh0onAR6fS2wkWks6YjXWMRqWDykbdP4SKSp1d+Sens5dq8VUSSc2QePUp6Wl45aOeGVHZt3EDWieMAeFX0IyisEUENmxAY1piaoZoiJCIiIiIiRSvnVDbrl/xC0sxv2LNlE14VKtL85l5E9OxDxaql/1375cGxgweY//H7bFiyiBp1Q+gxYiQ1G4Q5HUtEpMxRaaj4zZs375LH+Pr60q5du2JIU7RUGnKQSkMiJdehPbuZOf410tPWE96lB13vexB3L70zQkRKluOHD7Fx+VLSEuL5LXkVuTmnqFClKqHR7QmLbk/tJjfgco1r4cr1caki0uliUaEiUmZm/vbjhYtIJzPJzj/W5l5+EcndM6945OHtXbiIdMZya6eLSAXLsnmfZ1m2/EKSikglm83NZd+O3woKQukbUtl/5hShusF5E4TyJwlVrhmk/58iIiIiIuIIay2/p64laeZ0NiYuxcXFhUbtbqJVzAAVUEooay3rFs5nwSeTyD6ZSdtbh9C6/624urk5HU1EpExSaUiKUqkuDRlj3geGn7Fpk7U21BgTDnwEhAIfAKNsflBjTCfgPaAG8E9r7VtnnO824E3AHXjaWjvtjH2PAs8Dx4AHrLXzz9j3MvAIsB24x1q7+nLyqzQkUrLlnDrFkv9OZdk3/6FqYC36PvE3agTXczqWiJRzR/btJS1hCRsT4tmRshZrc6nkH0BYmxsJi25PYGhDjIuL0zGlGBQuIv0x2ejsiUdZJ46fW0TKPJFfPDqjiJQ/MelqikjuZyy3ds7EI+/CRaSCz97nLs/m7uGpP79XKfPoUdI3rs8rCKWlkp62/o8pQhUqFioI1WwQhoe3j8OJRUREREREznVw9y5Wzv6ONT/9QNaJE9Rq3JRWMQMIbd0WFxe9MaokOLRnN3MnTWDb6pUENWpKj4diqVarjtOxRETKNJWGpCiV9tLQCuAZICF/Uw6QBaQCM4CxwDtAnLX2I2NMDWAj8ArwP+BL4Elr7U/5RaNE4CFgJfA1EGOtXW+M6Zl//B3AIeAzINJau88Y8xDwAjAI8AfGAC2stVmXyq/SkEjpsC35V76f8CaZx47SaeifiejRR+/EF5FidXBXOmkJ8aQtiyd943oAqtWuS1ibvIlCNYLr6e8luS7OX0TKLJiQVHjptUyyM48XLiKdsYTb9SsinS4VnTvx6JwikpcXHt4+Zb6IZHNz2ff79oKC0M4Nqez/fTuQP0WoTl0CGzYuWGqsSqCmCImIiIiISOly8vhx1vw0l5Wzv+XQnt341QigVe9+hHfpjqePr9PxyqXc3Bx+nT2DX76YAsbQ8a77aNG9d5n7N7eISEmk0pAUpVJbGjLGeAEZgL+19sQZ2wcCE4G61tqTxpgIYIK1toMx5gngPmttxBnH3matvccYMxYIsdYOzN/3BFDdWvv/GWO+AbZaa5/I3zcWWGOt/cAY8yvwsbV2bP6+b/If75KL3Kk0JFJ6HD98iNnv/ostKxMJbd2WHiNG4l2hotOxRKSMstayb8dvpC2LJy0hnoxtWwAIqB9KWHR7QqPb6R1cUmpYa8k5dapgmbVCE49OnjXx6IyJSecUkc4oL11REQnyikje3oWKSO5e3nh4XmDikZcXHl4+55aX8gtJxV1Eyjx2lF1p6wuWGtu1cQMnjx8D8qYIBYY1IiisMYENGxMY2lBThEREREREpMzIzc1hU+IykmZO5/fUtXh4exPeuTste/Wjcs1Ap+OVG3u3b+OH98aTvnE99VpGcfMDj+BX3d/pWCIi5YZKQ1KUrrU05OTipC0BC6wxxgQBC8ibEtQCWGytPZl/3Cqgaf6vWwDzzzjHMvImA53e9/VZ+54/Y9/ks/Z1NMZ8CDQ7zzkjgUuWhkSk9PDxq8Qto55nxfffsvDzj/l0VCx9HvsLtZuGOx1NRMoIay27N2/MmyiUsIQDO3eAMQQ1bELnYQ8Q2rodlfwDnI4pcsWMMbi5u+PmXgn8Kl2Xc54uIp0uEJ1TRMrMPGv7HyWk00WkzCOHOZyxJ3/78asqIhUUjbzPKiKdLiGdUUgqWK7N6zzlJS8v3D29MC4u2Nxc9u/cwc4NqQWThPb9vh2sBWOoXieYRu1uyp8k1JgqgbU0RUhERERERMosFxdXwqLzJi3v3ryRpFnT+fWHmayY/R2hUW2IjBlIrSY36N9FRSTnVDbLvv4Py77+Ek8fH2Ji/0LjGzvpv7eIiIgUcLI01BRYB4wE9gP/AiYBa4Atpw+y1lpjTI4xpgrgB6w44xyHgaD8X/ud+XWXua8C4HKefQ0vFNoY8yDwIEDdunUv4zJFpKQwLi5E9hlI7SbhzBj3Kl++OJq2t95J21vv0HraInJVcnNz2LkhtWCi0JG9GRgXF+rc0JxWvfsT2rotFapUdTqmSInzRxHJHe+KftflnGcWkQoKRidOFCoiFUw8OnGi0HHZJ/O2nVlEOj0xKTcn57IzuHt6AZB9MhMAL98KBIY1olH7mwgKa0LN0IZ4+miKkIiIiIiIlE8B9UOJeexpOt51H7/+MJNVc79n4/Kl+Ic0ILLPABq1vwlXN3enY5YZOzek8sPE8ezb8RtNOnSm873D8blObwYSERGRssOx0pC19kPgw9O/N8Y8AmzN/9h31uGZgA9wCjh5nu1c5b5T+b+/0NedL/f7wPuQtzzZhY4TkZIroH4oQ18Zx48f/psl/53K9rWr6f3Y0/hVr+F0NBEpBXJOnWLHujWkJSxm4/KlHDt4AFc3N4Kbt6T97XfTIDL6upUgROTyFUURCeBUdnbhglF+6ejsItLpqUm5uTn4B9cnsGFjqgbWKtZl0EREREREREqDClWr0eHOYbS5ZTApixaQNGs637/zFgs//4iIHn1o3r23yi3XICvzBIu/mMKK2d9RsWp1bnnm79Rv2drpWCIiIlJCOTlp6Gx7AAPsBGqfta8ikEXeRKIa59nOZe7bcOY+a+0JY8yJ/H2/n+frRKSM8vD2ofdjTxPcvCXzPniXKX97nJ4jRhLauq3T0USkBDqVlcW25JWkLVvCpqRlZB49gpunJ/Ujoghr0556LVtreohIGVUURSQRERERERHJm9ba/OZeNOvWk22rVpA0azqLv/yMZV9/SZObOtMqZgDV6wQ7HbNU2bpqBXMnTeBwxh4ievbhpiH34uGtn1mJiIjIhTlWGjLGvAPMtdZ+k7+pHWCBX4HbzziuHuBJXvFnOTDojNO05I+yz/L8c3x+kX2Lz7MvMX/ff8/Yt/5ark1ESo+mHbsSGNaIGeNeY/obLxHRsy+d7vkTbh4eTkcTEYdlZZ5gy8ok0pYtZvPKRLIzT+Dp40uDyGhC27QnpEUr3D08nY4pIiIiIiIiIlKqGWMIiYgkJCKSfTt+Y8Wsb1m3cD7J838guHlLImMGENKilSa5XsSJo0f4+dMPWPvzj1QNqs2dL7xGrcZNnY4lIiIipYCx1pkVtowxDwJPAyMAD+BtIB54gLxpQ09Ya6caYyYBNa21/Ywx1YFtQG9gCfAtsNFaG2uMaQEsBNoAO4BFwGfW2jeNMf2BCcDp+YtJwEhr7f+MMY8D9wKdgCBgJdDRWpt0qWuIioqyiYmJ1+M/h4g47FR2Nr9M+4Skmd9Qo24IfUb+jWq16zgdS0SKWebRo2xKWkZawhK2rVrBqewsvP0qEdq6LQ2j21MnvDmubu5OxxQRERERERERKdOOHz5E8o9zWDlnBscO7KdqUG1axfSnaceuuHt6OR2vxLDWsmHpL8z/aCKZR4/Quv9ttB10h94UKyJSwqSkpNCkSROnY0gZdbl/vowxSdbaqHO2O1gaMsAb5JWEsoHPgGettcfySz7TgOPkTR/qbK1dl/91I4BxwDHgINDOWrs7f9/L5BWRsshbiuym/CXIDPApeVOKDPAj0N9aa40xnsAsIArwAj6w1j56Odeg0pBI2bN55XJmv/MvsrNO0vW+hwjv0p28v0JEpKw6dvAAmxKXsWHZYravXU1uTg4VqlUnLLodYdHtqdW4KS4urk7HFBEREREREREpd3JOZbNhyS8kzZrO7s0b8apQkebdehLRqy8Vq1Z3Op6jjuzfy48f/ptNicsIqB9Gj4di8Q+p73QsERE5D5WGik5ISAghISEsWLDgms4zefJk3nzzTdLS0jDG0LZtW8aPH0+LFi0KHbd48WJGjx7NihUrqFq1KqNGjeLRRy9cLxk1ahRffvklW7duPe/+Dz/8kEmTJrF69Wp8fX3p06cPL774InXr1r3s7KW2NHQpxpiaQCSw1Fq776x99YDGwCJr7dGz9jUFagE/W2uzztrXGvDN32fP2O4C3AictNYmXG5GlYZEyqaj+/fx/Ttv8tua1TRqdxPdH3wMTx9fp2OJyHV0eG8GGxPiSUtYwo7UtWAtlQMCCWvTnrA27alZP0wjr0VERERERERESghrLb+nrmXFrG/ZuHwpxsXQsG0HImMGUDO0odPxipXNzSV5/g/8/NlkcnNyuHHw3bSKGYCLq970JiJSUqk0VHSuR2lo7NixPPnkk3Tq1Ilbb72V3bt3M3bsWNzd3Vm3bh2BgYFAXmGoW7du+Pv7Exsby44dO3j77beZOHEiw4cPP+e8b775Jn/5y18IDg4+b2koNjaWCRMmMGDAAPr168fmzZsZP3483t7eLF26lPr1L68MXGZLQ6WBSkMiZVdubg7Lp/+PxV9+hl/1GvR5fBSBYY2cjiUi1+BA+u+kJSwhbdlidm1KA6B6neC8olB0e6rXDdFkMRERERERERGREu7Qnl2snP0dyfN/IOvECYIaNSWyzwBCo9qW+eLMgfTf+eH9t9mxbg11w5vTfXgslWsGOh1LREQuQaWhonOtpaGMjAyCg4O55557eP/99wu2f/zxx9x///28+uqrjBo1CoDmzZuzfft2Vq9eTZ06dQB45plnePfdd0lPT8fXN28IRWZmJo888ghTp07Fz88PHx+fc0pDq1atIiIigmHDhvHJJ58UbP/xxx+5+eabueeee5gyZcplXcO1lobcLutRRETKGRcXV9rcMpg6NzRj5vjX+eLvo7jxjqG07jdI00dESglrLXu3byNt2WLSEpaw97etANRsEEaHIfcSFt2eqkG1nA0pIiIiIiIiIiJXpJJ/TToPG0672+5mzU9zWTn7W757awx+Nfxp2asfzbr2KHOT43Nzckic8TVL/jMVV3d3ejz0OOFduusNcCIiItfoyJEjPPvss+csMRYVldet2b17NwDr1q0jOTmZJ554oqAwBDBy5EheffVV5syZw6BBgwCYM2cO8+fPZ8GCBTzzzDPnnTI0a9YsgHMet1u3blSvXp2kpKTrdo2XotKQiMhFBDVswtBXxzP3/Qksmvox25J/Jeaxp/GtXMXpaCJyHtZadm3aUDBR6OCudDCGWo2a0uXe4YRGt8Ovur/TMUVERERERERE5Bp5+vgQ2WcALXv3ZVPiMlbM+pafp3xI/H+mEt7lZlr16l8mpvDs2bqZOe+NY8+WTYRFt6frn0ZQoUpVp2OJiMh1suuf/+RkSqrTMS7Ks0ljao4efdVfv23bNurVq8fo0aN56aWXCu0LDw/H09OzoCQze/ZsXn75ZZKTk3FzcyMyMpJXXnmFli1bXtM1XEj9+vV59tlnz9m+dOlSACIiIgBITk4GoGvXroWOCwwMJCgoiKSkpILSUGRkJGvWrKFChQoXfNwDBw4AUKNGjULbrbVkZmYWTC0qDioNiYhcgpdvBfo+8TeS50fw08eT+OSvj9H70aeoFxHpdDQRIW85wZ2pKWxIWMzGhKUc2ZeBi6srdW5oTlTfQYS2bquin4iIiIiIiIhIGeXi4kpYdN7y87s3byRp1nRW/fA9K2fPoEFkGyL7DKB2k/BSN5UnO+skS/87jeXffYWPXyX6PfX/aNjmRqdjiYiIXLHg4GA6duxIXFxcodJQcnIya9euZezYsQDMnz+fvn37EhERwZgxY8jKymLChAn06tWL9evXU7ly5WLJm52dzVtvvUVAQAADBw4EYP/+/UBeyehsAQEBhaYJ1a5d+5KP0bBhQwDmzZvH8OHDC7Z/9913HD169JxyUlFSaUhE5DIYY2jerRe1GjVlxthX+WrM34nqN4gOdw7F1c3d6Xgi5U7OqVNsX7uatGXxbExcyvFDB3F1dyekRStuvOMe6kdG412hotMxRURERERERESkGAXUDyXmsafpeNd9/PrDLFbN+55NiUvxD2lAq5j+NL6xY6n4ee6OdWv44f3xHEjfSXiX7nS65894XWRagYiIlF7XMsGnNBk6dCgPPPAAy5cvp3Xr1gBMmzYNNzc3hgwZAsDatWvp168f7733HgEBAQCEhYXRp08f4uPjiYmJKZasL7zwAikpKXz00UdUrJj3WlNubi7AeacH+fj4cOjQoSt6jCFDhvB///d/PP3003h4eNC+fXsSEhKIjY3Fzc2NESNGXPuFXCaVhkRErkC12nW5659v8fOnH5L43VdsX5tMn5F/pUrNIKejiZR52Vkn2bZqJWkJ8WxKWsbJY8dw9/Kmfssowtq0p15EJB7ePk7HFBERERERERERh1WoWo0Odw6lzaDBpCz6iRWzvmX2u/9i0dSPiejRh+bde+PjV8npmOc4efw4i6Z+xKq531MpoCa3/X8vEdwswulYIiIi1+z222/nscceY9q0aQWloS+++IIePXrg7+8PQGxsLLGxsezdu5eZM2eSmJjI1KlTAdizZ0+x5Jw9ezZjxoxh8ODB3HfffQXbfXzyXn+y1p7zNbm5uWRmZl7R4/j6+hIfH8+DDz7IAw88wKlTpwr2Pfzww9SrV+/qLuAqqDQkInKF3D08ufmBRwhuFsGcieOY8reRdH/gEZrc1MXpaCJlTtaJ42xemUjasni2rEwk+2QmXr4VCI1qS1ib9gQ3a4mbh4fTMUVEREREREREpARy9/CkebdeNOvak22rV5I0azqLv/yMZV9/SZObOtOqd3+q1w1xOiYAm5KWMe+Ddzl24ACRfQZy4+B7cPfycjqWiIjIdeHn58eAAQOIi4vjjTfeICEhgS1btjBmzJiCY1JTU3nooYdYtGgR3t7eNGvWjOjoaDZs2FAsGVNTUxkyZAjh4eFMnjy50L5atWoBsGXLFkJCQgrt27NnDy1atLjix6tVqxYzZ84kKyuL/fv3Ex0dzdGjR3nxxRev+hquhkpDIiJXKaxNewIahDLr7TeYNeFNtiX/Stc/jcDDy9vpaCKl2omjR9iUuIy0hHi2rV5JTnY2PpUq0+SmzoS1uZE6TZvh6qZvYURERERERERE5PIYYwhp0YqQFq3Yt2M7K76fzrqFP5E8/weCm7ckMmYAIS1aYVxcij3b8UMHmf/RRNYvWUT1uiEMePpZaoY2LPYcIiIiRW3o0KHExcWxcOFCvv76a/z8/Ojfv3/B/oEDB3Lo0CEWLlxIu3btcHV1JTExkc8++6zIs6WnpxMTE4OXlxczZszA19e30P6WLVtijOHnn3+mS5c/BklkZGSwefNmevfufdWP7eHhQVxcHNu3b+edd96hevXqV32uq6FX3EREroFfdX8GPz+GJf/7gqVffcHODan0GTmKgHoNnI4mUqocO3iAjcuXsGFZPNvXrsbm5lKxeg1adI8hLLodQY2a4OLi6nRMEREREREREREp5arVrkP34Y/R4c5hrJ43m1/nzOCrV/5B1aDatIrpT9ObuhbLhB9rLSmLfuKnTyaRnXmCGwffQ+sBt+Lq5l7kjy0iIuKEnj174u/vz5QpU5g1axa33XYb3t55wxj27dvH+vXrufvuu+nQoQOQ91w5adKkIs+Vnp5O165dycjIYMGCBdSpU+ecY2rUqEHHjh2ZPHkyTz75JJUq5S1zOnHiRKy19OzZ86of/9ChQ7z88stERkYyYsSIqz7P1VJpSETkGrm4unLj4Lupe0MzZk14k2n/39N0vPt+WvbujzHG6XgiJdbhjD2kJcSTlhDP7+tTwFqqBAbRut8gwtrcSED9UN1DIiIiIiIiIiJSJLwr+tHmlsFE9buFDUsXkzRzOvM+eJdfpn1K85t7EdGrLxWrFs07/Q9n7GHupAlsXbWCoIZN6PHQ41Srfe4LlCIiImWJm5sbQ4YMYdy4cQAMGzasYF+1atWoXbs206dP5/XXXy+YvpOYmAjAiRMniizXbbfdRmpqKsOGDSMlJYWUlJSCfQEBAXTv3h2AF198ka5duxITE8Po0aNZtWoVL774Is2aNaNHjx5X/fjPP/88+/btY9asWbg4MPXQWGuL/UHLiqioKHv6D6mICMDxw4eY8944NiclUL9Va3o+/AQ+fpWcjiVSYuzfuYO0ZXlFod2bNwJQo24IYW1uJCy6HdXqBKsoJCIiIiIiIiIixc5ay+/r17Fi1nQ2JizFuBgatu1AZMyA67ZcWG5uDr/Omckv0z4FY7hpyDAievRxZFk0EREpPikpKTRp0sTpGCVCUlISUVFRBAcHs2XLlkKvCa1atYqnnnqKhIQE3N3d6d69O7GxsXTu3JmePXsyc+bMc84XEhJCSEgICxYsuKo8u3btIjAw8IL7O3XqVOjcX331FSNGjCAjIwPIW7YsLi6OsLCw8359586d2bp1K1u3bj3v/jVr1tCyZUtGjBjB22+/fVXXcLl/vowxSdbaqHO2qzR09VQaEpHzsdaycvYMFn72IV4V/Yh57C/UDW/udCwRR1hrydi2JW+i0LJ49u34DYDA0EaERrcjrE17qtQMcjiliIiIiIiIiIjIHw7t2cXK2TNInv8DWSeOE9SwCZF9BhDauh0urq5Xdc59O35jznvjSE9bT72ISG4e/ih+1f2vc3IRESmJVBoqW44fP058fDze3t60bdsW16v83uB6UWnIQSoNicjF7Nm6mRnjXuNA+u+0vWUw7W6766r/QSlSmtjcXNI3biAtIZ6NCUs4uDsdY1yo1aQpYdE3Etq6LX7VazgdU0RERERERERE5KJOHj/O2gVzWTH7Ow7t3oVfDX9a9uxLs2498fTxvaxz5JzKJuGb/7Ls6zjcvX3oeu9wGnforGnbIiLliEpDxW/Xrl2XPMbNzY3q1YtmKdLipNKQg1QaEpFLyc7M5MeP3mPtgnkENWxCn8f/il8NvXtEyp7cnBx+T13LhmXxbFy+hKP79+Hi6krd8BaEtWlPaFRbfCpVdjqmiIiIiIiIiIjIFcvNzWFTUgIrZk1nx7o1uHt5E975Zlr17k/lmhde0iQ9bT0/TBzP3u3baHxjJ7rc9yA+fpWKMbmIiJQEKg0Vv8sp5zZq1IjU1NRiSFO0VBpykEpDInK5Uhb/zLxJEzAuLvR46HEatrnR6Ugi1yznVDa/Ja/Kmyi0fCknjhzGzd2DkIhWhEW3p35kNF6+FZyOKSIiIiIiIiIict3s3ryRFbOmkxq/iNzcHBpEtiEypj+1mzYreIEyOzOTX+KmsOL7b6lQtRrdH3iU+q1aO5xcREScotJQ8Zs3b94lj/H19aVdu3bFkKZoqTTkIJWGRORKHNyVzszxr7FrUxrNb+5F53uH4+7h6XQskSuSfTKTratWkLYsns0rlnPy+DHcvbyp36o1Ddu0JyQiEg8vb6djioiIiIiIiIiIFKmjB/az6oeZ/Dr3ezKPHKZGSH0iYwbg41eJeR/+m8MZu2nRow83DbkXTx8fp+OKiIiDVBqSoqTSkINUGhKRK5VzKpvFcZ+x/Nv/Ua12Xfo+8Teq1wl2OpbIRZ08fpzNK5eTtmwxW35N4tTJk3hVqEiDqDaERbcnuFkEbh4eTscUEREREREREREpdtlZJ0lZ9BMrZn3Lvh2/AVAlqDY9HoqlduMbHE4nIiIlgUpDUpRUGnKQSkMicrW2rlrB9++8Rdbx43S+dzjNb+51WWtrihSX44cPsSlpGRsTlrBt9UpyTp3Ct3IVQlu3I6xNe2o3CcfVzc3pmCIiIiIiIiIiIiWCtZZtq1dyOGMPTTt21ZvsRESkgEpDUpSutTSkV/tERBwQ0qIVw157m+/feYt5H7zDtuSV9HjwcbwqVHA6mpRjR/fvI235EjYmxLN93Rpsbi5+NfyJ6NmXsOj2BDVsjHFxcTqmiIiIiIiIiIhIiWOMIaRFK6djiIiIiFwRlYZERBziW7kKt/6/F0ic8TW/fPEpn26KpU/sX6nVuKnT0aQcObRnF2nL4klLWMLODSlA3vjk6AG3ERbdHv96DTQFS0RERERERERERERERKQMUmlIRMRBxsWF1v1vpXbTcGaOf524F56h/e13Ez3wNlxcXJ2OJ2XUvh3bSUuIJ21ZPHu2bgKgRkh9bhx8D2Ft2lOtdl2HE4qIiIiIiIiIiIiIiIhIUVNpSESkBAgMbcTQV8Yz74N3WBw3hd/WrCLmsaepULWa09GkDLDWsmfr5vyJQvHs/307AIENG9Pxnj8RFt2eygE1HU4pIiIiIiIiIiIiIiIiIsVJpSERkRLC08eHmNi/ENwsgh8/eo9PRsXS6+EnaBAZ7XQ0KYVsbi4709aTlhDPxoR4Du3ZjTEu1G4aTkTPPoS2bkvFqtWdjikiIiIiIiIiIiIiIiIiDlFpSESkBDHGEN6lO4ENGzNz3Gt889qLtOrdn5vuvh83d3en40kJl5uTw46UNWxYFs/G5Us4dmA/Lq5uBDdrQZtb7qBBVBt8/Co5HVNERERERERERERERERESgCVhkRESqBqtepw10tvsvDzj1jx/bfsSFlLn5GjqBpUy+loUsKcys7mt+Rf8yYKJS4j88hh3Dw8qRcRSVh0O+pHRuPp4+t0TBEREREREREREREREREpYVycDiAiIufn5uFB1/sfYuCo5zi8L4PPnhnJ2p9/xFrrdDRxWHZmJhuWLWbm+Nf59/C7+PrVF9iwdDEhzVvS/6nRPPLB5/R/ejRNbuqiwpCIiIiIiIiIiIiIiIiUSSEhIXTu3PmazzN58mRuuOEGPDw88PT0pFOnTqxateqc4xYvXkynTp2oWLEiwcHBvPPOOxc976hRowgJCTnvvpycHF566SUaN26Mt7c3gYGBDBw4kNWrV1/z9VwJTRoSESnhGkS2Ydhr45n19hvMfvdfbFu9kpsfeAQPbx+no0kxyjx2lM0rlpO2LJ6tq1ZwKuskXhX9aNj2JsLatKNueISWsBMRERERERERERERERG5AmPHjuXJJ5+kU6dOjBgxgt27dzN27Fg6d+7MunXrCAwMBPIKQ926dcPf35/nn3+eHTt2EBsbi4eHB8OHDz/nvG+++Savv/46wcHB533cJ554gg8++IDY2FgaNWrE9u3bmTRpEjfeeCMrV64kNDS0SK/7NJWGRERKgYpVq3P7cy+z7OsvWfKfaaSnrafPyFHUbBDmdDQpQscPH2Lj8qWkJcTzW/IqcnNOUaFKVcK73ExY9I3UbnIDLq6uTscUERERERERERERERERKXUyMjIYPXo0w4cP5/333y/YHhoayv3338+UKVMYNWoUAA8//DDe3t4sXryYOnXqAODt7c3TTz/NXXfdha9v3uofmZmZPPLII0ydOpUaNWqc93GPHTvGe++9x6hRo3j55ZcLtvft25fWrVszdepUnn/++aK67EJUGhIRKSVcXFxpd+sQ6tzQnFnj32Dac3/lpiHDiOwzEOOi1SbLiiP797IxYQlpy+LZkbIWa3Op5B9Aq5j+hEW3IzC0kf5/i4iIiIiIiIiIiIiIiFyjI0eO8Oyzz/Loo48W2h4VFQXA7t27AVi3bh3Jyck88cQTBYUhgJEjR/Lqq68yZ84cBg0aBMCcOXOYP38+CxYs4JlnnmHr1q3nPO7Ro0c5deoUFStWLLTdy8sLAA8Pj+t2jZei0pCISClTu/ENDH1tPD+8N56fP5vMtjWr6P3Ik/hUqux0NLlKB3elk5YQT1pCPOlp6wGoVrsubW65nbA2N1IjuB7GGIdTioiIiIiIiIiIiIiIyPW06MsN7N1+1OkYF1W9TgVuGtzwqr9+27Zt1KtXj9GjR/PSSy8V2hceHo6npydJSUkAzJ49m5dffpnk5GTc3NyIjIzklVdeoWXLltd0DRdSv359nn322XO2L126FICIiAgAkpOTAejatWuh4wIDAwkKCiIpKamgNBQZGcmaNWuoUKHCBR83ICCAli1b8q9//Yvo6GjatWvHtm3beOSRR/Dy8uKWW265Hpd3WVQaEhEphbwrVKT/06NZNfd7Fnw6iU9HxdL70acJbh7hdDS5DNZa9u34jbRleUWhjG1bAPCv14AOdw4jNLod1WrVucRZREREREREREREREREREq24OBgOnbsSFxcXKHSUHJyMmvXrmXs2LEAzJ8/n759+xIREcGYMWPIyspiwoQJ9OrVi/Xr11O5cuViyZudnc1bb71FQEAAAwcOBGD//v1AXsnobAEBAYWmCdWuXfuyHmfmzJn06tWLbt26FWwLDAxk3rx5NGrU6Oov4AqpNCQiUkoZY4joEUOtxk2ZMfZV/vvP52jd/1ZuHHwPrm76672ksdayZ8smNixbTFrCEg7s3AHGENSwCZ2G/pmw6PZU8g9wOqaIiIiIiIiIiIiIiIgUk2uZ4FOaDB06lAceeIDly5fTunVrAKZNm4abmxtDhgwBYO3atfTr14/33nuPgIC818zCwsLo06cP8fHxxMTEFEvWF154gZSUFD766KOC5cNyc3MBzjs9yMfHh0OHDl3x43zwwQesXr2apk2b0rZtW37//Xfmzp3L6NGj+frrr6lateq1Xchl0qvKIiKlXI26Idwz5l/89Mkklk//LzvWJtNn5F+p5F/T6Wjlns3N5fcNKWxMiCctYQmHM/ZgXFyo07QZrXr1IzS6HRWqFM8TvoiIiIiIiIiIiIiIiIgTbr/9dh577DGmTZtWUBr64osv6NGjB/7+/gDExsYSGxvL3r17mTlzJomJiUydOhWAPXv2FEvO2bNnM2bMGAYPHsx9991XsN3HxwfIGxJwttzcXDIzM6/ocdatW8ff//537r//fj744ANcXFwA+Pnnn+nevTt/+ctfmDx58tVfyBVQaUhEpAxw9/Six4OxBDdrydz33+bTUY/T/cHHaNy+o9PRyp2cU6fYsW4NaQmL2bh8KccOHsDVzY3g5i1pd+sQ6kdG4+NXyemYIiIiIiIiIiIiIiIiIsXCz8+PAQMGEBcXxxtvvEFCQgJbtmxhzJgxBcekpqby0EMPsWjRIry9vWnWrBnR0dFs2LChWDKmpqYyZMgQwsPDzyns1KpVC4AtW7YQEhJSaN+ePXto0aLFFT3WDz/8gLWWkSNHFhSGADp16kSnTp2YP3/+1V3EVVBpSESkDGnUrgM1G4Qx8+3XmTnuNbat/pWu9z2Iu5eX09HKtFNZWWxLXknasiVsSlpG5tEjuHl6Uj8iirA27anXsjWe+Q1kERERERERERERERERkfJm6NChxMXFsXDhQr7++mv8/Pzo379/wf6BAwdy6NAhFi5cSLt27XB1dSUxMZHPPvusyLOlp6cTExODl5cXM2bMwNfXt9D+li1bYozh559/pkuXLgXbMzIy2Lx5M717976ixzs9sSgrK+ucfcePH+fUqVNXcRVXR6UhEZEyppJ/AHf8/RWW/Hcqy775DzvXr6PvE3+jRnA9p6OVKVmZJ9iyMom0ZYvZvDKR7MwTePr4Uj8ymrA27Qlp3hJ3T5W1RERERERERERERERERHr27Im/vz9Tpkxh1qxZ3HbbbXh7ewOwb98+1q9fz913302HDh2AvGLNpEmTijxXeno6Xbt2JSMjgwULFlCnTp1zjqlRowYdO3Zk8uTJPPnkk1SqlLeqyMSJE7HW0rNnzyt6zPr16wPw4YcfFizXBjBz5kyWLl1aqExV1FQaEhEpg1zd3Ohw5zDq3NCc7ye8yefPPkWnoX8mokcfjDFOxyu1Mo8eZVPSMtISlrBt1QpOZWfh7VeJxjd2JCy6PXXDm+Pq5u50TBEREREREREREREREZESxc3NjSFDhjBu3DgAhg0bVrCvWrVq1K5dm+nTp/P666/j4eFBXFwciYmJAJw4caLIct12222kpqYybNgwUlJSSElJKdgXEBBA9+7dAXjxxRfp2rUrMTExjB49mlWrVvHiiy/SrFkzevTocUWP2atXL5o0acLEiROZO3cuYWFh7Nq1i1WrVuHp6clLL710Xa/xYszpsUdy5aKiouzpP6QiIiXV8cOHmP3uv9iyMpEGUW3p+fBIvCtUdDpWqXH80EE2Ll/KhmWL2b52Nbk5OVSoWo2w6PaEtWlPrcZNcXFxdTqmiIiIiIiIiIiIiIiIlEApKSk0adLE6RglQlJSElFRUQQHB7Nly5ZCww5WrVrFU089RUJCAu7u7nTv3p3Y2Fg6d+5Mz549mTlz5jnnCwkJISQkhAULFlxVnl27dhEYGHjB/Z06dSp07q+++ooRI0aQkZEB5C1bFhcXR1hY2Hm/vnPnzmzdupWtW7eesy8jI4PnnnuOWbNmkZ6ejre3N5GRkTz//POFlkC7lMv982WMSbLWRp2zXaWhq6fSkIiUFjY3lxXff8vCzz/Gp3Jl+jz2F2o3DXc6Vol1eG8GGxPiSUtYwu+p67A2l8oBgYS1aU9YdHtqNgjDuLg4HVNERERERERERERERERKOJWGypbjx48THx+Pt7c3bdu2xdXV2eEC11oa0vJkIiLlgHFxIbLPQGo3CWfGuFf58sXRtL31Ttreeoem5OQ7kP47aQlLSFu2mF2b0gCoXieYNoPuoGGb9lSvG6Kl3URERERERERERERERERKuF27dl3yGDc3N6pXr37F5/bx8eHmm2++mlglkkpDIiLlSED9UIa+Mo4fP/w3S/47le1rV9P7safxq17D6WjFzlrL3u3bSFsWT1pCPHt/2wpAQP0wOgy5l7Do9lQNquVsSBERERERERERERERERG5Ihdbcuy0Ro0akZqaWgxpSjaVhkREyhkPbx96P/Y0wc1bMu/DfzPlb4/Tc8RIQlu3dTpakbPWsntTGhsS4tmYEM+B9J1gDLUaNaHzsOGERbfDr4a/0zFFRERERERERERERERE5CrNnTv3ksf4+voWQ5KST6UhEZFyqmnHrgSGNWLGuNeY/sZLRPTsQ6d7/oybh4fT0a6r3NwcdqamkJYQT1rCEo7sy8C4uFA3vAWRfQYS2rodvpWrOB1TRERERERERERERERERK6DsrR8WFFTaUhEpByrEliLIf/3Br9M+4Skmd/we8pa+oz8G9Vq13E62jXJOXWK7WtXk7Ysno2JSzl+6CCu7u6EtGjFjXfcQ/3IaLwrVHQ6poiIiIiIiIiIiIiIiIiIY1QaEhEp59zc3ek87AHqNmvB7Hf+xWejn6DrfQ8R3qU7xhin41227KyTbFu1krSEeDYlLePksWO4e3pRr1VrwqLbUb9lFB7ePk7HFBEREREREREREREREREpEVQaEhERAOq3bM2w197m+3fe5IeJ49m2eiXdH3wMT5+Su55n1onjbF6ZSNqyeLasTCT7ZCaevr40iGxDWJsbCW4egbuHp9MxRURERERERERERERERERKHJWGRESkQIWq1bj12f9j+fT/sfjLz9i1aQN9Hh9FYFgjp6MVOHH0CJsSl5GWEM+21SvJyc7Gp1JlmtzUmbDo9tS5oTmubnp6ExERERERERERERERERG5GL2qKiIihbi4uNLmlsHUuaEZM8e/zhd/H8WNdwyldb9BGBcXRzIdO3iAjcuXsGFZPNvXrsbm5lKxWg1a3NybsDbtCWrUBBcXV0eyiYiIiIiIiIiIiIiIiIiURioNiYjIeQU1bMLQV8cz9/0JLJr6MduSfyXmsafxrVylWB7/cMYe0hLiSUuI5/f1KWAtVQKDaN1vEGHR7QloEIYxpliyiIiIiIiIiIiIiIiIiIiUNSoNiYjIBXn5VqDvE38jeX4EP308iU/++hi9H32KehGRRfJ4+3f+TtqyxaQlxLN780YAatQNod2tQ2jYpj3V6gSrKCQiIiIiIiIiIiIiIiIich2oNCQiIhdljKF5t17UatSUGWNf5asxfyey7y3cNGQYrm7u13Ruay0Z27bkTRRaFs++Hb8BUDO0ITfddR9h0e2oEljrelyGiIiIiIiIiIiIiIiIiIicQaUhERG5LNVq1+Wuf77Fz1MmkzTja3asW0OfkX+lSs2gKzqPzc0lfeMG0hLi2ZiwhIO708EYaje+gS73PUho63b4Va9RRFchIiIiIiIiIiIiIiIiIiIALk4HEBGR0sPdw5Ob//ww/Z8ezcHdO5nyt5GkLPrpkl+Xm5vD9rWr+XHye7z/6P1Me+4vrJg1nco1A+n+4GOMeO9T7vjHK7Tq3V+FIRERERERERERERERERG5pJCQEDp37nzN55k8eTI33HADHh4eeHp60qlTJ1atWnXOcYsXL6ZTp05UrFiR4OBg3nnnnYued9SoUYSEhJyzfevWrRhjLvqxYMGCa76uy6FJQyIicsXCotsTUD+UWW+/wawJb7It+Ve6/mkEHl7eBcfknMrmtzWrSVu2mI2Jyzhx+BBu7h6ERLQibMi91G8VjVeFCg5ehYiIiIiIiIiIiIiIiIiUZ2PHjuXJJ5+kU6dOjBgxgt27dzN27Fg6d+7MunXrCAwMBPIKQ926dcPf35/nn3+eHTt2EBsbi4eHB8OHDz/nvG+++Savv/46wcHB5+yrUaMGU6ZMOW+eKVOm8NNPP523bFQUVBoSEZGr4lfdn8HPj2HJ/75g2Vdx7NyQSq9HnuDYwQOkJSxhc1ICJ48fw93Lm/qtWhMW3Z56LSMLFYtERERERERERERERERERJyQkZHB6NGjGT58OO+//37B9tDQUO6//36mTJnCqFGjAHj44Yfx9vZm8eLF1KlTBwBvb2+efvpp7rrrLnx9fQHIzMzkkUceYerUqdSocf4VVnx9fbnnnnvO2b5nzx4eeeQRHn/8cZWGRESk5HNxdeXGwXdTN7w5s95+g2nP/RUAL98KhLZuR1ib9gQ3i8DNw8PhpCIiIiIiIiIiIiIiIiIifzhy5AjPPvssjz76aKHtUVFRAOzevRuAdevWkZyczBNPPFFQGAIYOXIkr776KnPmzGHQoEEAzJkzh/nz57NgwQKeeeYZtm7detl5nnvuOby8vHjuueeu8coun0pDIiJyzeo0bcbQV8ezbuF8atStR+2m4bi66SlGRERERERERERERERE5EJ++vh99mzb7HSMi/IPrk+X+x686q/ftm0b9erVY/To0bz00kuF9oWHh+Pp6UlSUhIAs2fP5uWXXyY5ORk3NzciIyN55ZVXaNmy5TVdw4XUr1+fZ5999pztS5cuBSAiIgKA5ORkALp27VrouMDAQIKCgkhKSiooDUVGRrJmzRoqVKhwRVnS0tL48MMPeeutt6hUqdKVXspVcym2RxIRkTLNx68SUX1vIbh5hApDIiIiIiIiIiIiIiIiIkJwcDAdO3YkLi6u0Pbk5GTWrl3LsGHDAJg/fz59+/blxIkTjBkzhueee47NmzfTq1cvDh48WGx5s7OzeeuttwgICGDgwIEA7N+/H8grGZ0tICCg0DSh2rVrX3FhCODVV1+lcuXKPPDAA1eV+2rpVV0RERERERERERERERERERGRYnYtE3xKk6FDh/LAAw+wfPlyWrduDcC0adNwc3NjyJAhAKxdu5Z+/frx3nvvERAQAEBYWBh9+vQhPj6emJiYYsn6wgsvkJKSwkcffUTFihUByM3NBThvGcjHx4dDhw5d02P+/vvvTJkyhdGjR+Pj43NN57pSmjQkIiIiIiIiIiIiIiIiIiIiIkXi9ttvx8vLi2nTphVs++KLL+jRowf+/v4AxMbG8vXXX+Pq6srMmTN54YUXePLJJwHYs2dPseScPXs2Y8aMYfDgwdx3330F208Xeay153xNbm4umZmZ1/S4//73v8nNzeXhhx++pvNcDZWGRERERERERERERERERERERKRI+Pn5MWDAAOLi4sjNzWXp0qVs2bKlYGkygNTUVDp16oS/vz+DBw/m+++/Jzo6utgypqamMmTIEMLDw5k8eXKhfbVq1QJgy5Yt53zdnj17qFSp0lU/bm5uLp988gk9e/YsKFAVJ5WGRERERERERERERERERERERKTIDB06lJ07d7Jw4UKmTZuGn58f/fv3L9g/cOBANmzYwMKFCzl8+DBLly5l5MiRxZItPT2dmJgYvLy8mDFjBr6+voX2t2zZEmMMP//8c6HtGRkZbN68maCgoKt+7Hnz5rFjxw6GDh161ee4FioNiYiIiIiIiIiIiIiIiIiIiEiROT1JZ8qUKXz55ZfcdttteHt7A7Bv3z7Wr19Pt27d6NChA66urlhrmTRpUpHnSk9Pp2vXrmRkZDBjxgzq1KlzzjE1atSgY8eOTJ48mUOHDhVsnzhxItZaevbsedWPHxcXh7u7O3369Lnqc1wLN0ceVURERERERERERERERERERETKBTc3N4YMGcK4ceMACi1NVq1aNWrXrs306dN5/fXX8fDwIC4ujsTERABOnDhRZLluu+02UlNTGTZsGCkpKaSkpBTsCwgIoHv37gC8+OKLdO3alZiYGEaPHs2qVat48cUXadasGT169Ljqx589ezatW7emQoUK13wtV0OThkRERERERERERERERERERESkSJ1egis4OJiOHTsW2jdjxgyio6N58cUXeeGFF6hTpw7z58/H1dWVGTNmFEmeXbt2ER8fD8Cnn37K0KFDC328/PLLBcd27NiRL7/8krS0NPr27cuzzz5LeHg4//vf//Dw8Liqx1+1ahU7d+6kS5cu1+V6roax1jr24KVdVFSUPd1sExERERERERERERERERERETlTSkoKTZo0cTqGXCfHjx8nPj4eb29v2rZti6urq6N5LvfPlzEmyVobdfZ2LU8mIiIiIiIiIiIiIiIiIiIiImXCrl27LnmMm5sb1atXv+Jz+/j4cPPNN19NrBJJpSERERERERERERERERERERERKRMCAwMveUyjRo1ITU0thjQlW4kpDRljZgNfWGs/NsbcD7wAVAdWAQ9Ya9fmHxcOfASEAh8Ao2z+GmvGmE7Ae0AN4J/W2rfOOP9twJuAO/C0tXbaGfseBZ4HjuU/1vyivl4RERERERERERERERERERERub7mzp17yWN8fX2LIUnJVyJKQ8aYu4GewBfGmAbkFYZuAXYDfwOmAc2NMZ7Ad8AM4E7gHeA+4CNjTA3gW+AV4H/Al8aYldban/KLRp8BDwErga+NMSusteuNMT2BV4E7gEPAZ8aYSGvtvmK6fBERERERERERERERERERERG5DsrS8mFFzcXpAMaYquRNAFqfv6klsNRam2St3QFMJG+qEEBvwAf4i7V2E/AM8Of8fXcDW6y1Y6y1G4B/nLHvAWC2tfYTa+1q4G1gaP6+h4EPrLUzrbW/AN+QV1gSERERERERERERERERERERESmTHC8NkVcY+hpYmv/7dUAXY0yEMaYi8DhwenZUC2CxtfZk/u9XAU3P2HfmsmLLgMhr3CciIiIiIiIiIiIiIiIiIiJy1ay1TkeQMuh6/LlydHkyY0wXoBtwA3nTf7DWrjPG/I+8ZcQAdgHR+b/2A7ac/nprrTXG5BhjquTvW3HG6Q8DQef7uivYd77MDwIPAtStW/eyrlNERERERERERERERERERETKH1dXV7Kzs/Hw8HA6ipQx2dnZuLq6XtM5HJs0ZIzxIm/psYettUfO2B4N9AfaA5WA94A5xhgP4BRw8qxTZZK3ZNnZ+05v5xr2ncNa+761NspaG1WjRo3LuFIREREREREREREREREREREpjypWrMjhw4edjiFl0OHDh6lYseI1ncPJ5cmeA5Zba2eetX0IMM1au8Rae9ha+wJQhbwS0X7g7KZORSDrPPtOb+ca9omIiIiIiIiIiIiIiIiIiIhclapVq3LgwAH27t1LVlaWliqTa2KtJSsri71793LgwAGqVq16Tedzcnmyu4AaxpiD+b/3AQYDP5FX5AHAGONDXpHHFVgODD1jXz3AM//45cCgM87fEvg9/9fLgXbA5xfZt/g8+0RERERERERERERERERERESuiqenJ3Xr1mX//v1s3bqVnJwcpyNJKefq6krFihWpW7cunp6e13QuJ0tDN531+G8AS4FdwERjzMr8X98HHAOWkbd0mL8x5i5r7VRgNDDPWptjjPkWeNsY0xFYAowC5uSf+3/AQmPMBGAH8DjwWf6+/wITjDFT8n//Z2BkEVyviIiIiIiIiIiIiIiIiIiIlDOenp4EBgYSGBjodBSRQhwrDVlrd5z5e2PMUWAvedOAgoFYIAjYANxirT2af9wDwDRjzDjAAp3zz7fXGPM0MJe8ktFB8gpHWGtX5ReGfiVv6bENwLv5D/0dcDuwGTDAj8BX1/+KRURERERERERERERERERERERKBlMa18szxtQEIoGl1tp9Z+2rBzQGFp0uGp2xrylQC/jZWpt11r7WgG/+vsv6jxIVFWUTExOv/kJERERERERERERERERERERERIqQMSbJWht19nYnlye7atbaXcDMC+zbAmy5wL51wLoL7Ft+3QKKiIiIiIiIiIiIiIiIiIiIiJRgLk4HEBERERERERERERERERERERGR4qXSkIiIiIiIiIiIiIiIiIiIiIhIOaPSkIiIiIiIiIiIiIiIiIiIiIhIOaPSkIiIiIiIiIiIiIiIiIiIiIhIOaPSkIiIiIiIiIiIiIiIiIiIiIhIOWOstU5nKLWMMRnANqdzSCHVgb1OhxAp53QfijhL96CIs3QPijhP96GIs3QPijhP96GIs3QPijhP96GIs3QPlkzB1toaZ29UaUjKFGNMorU2yukcIuWZ7kMRZ+keFHGW7kER5+k+FHGW7kER5+k+FHGW7kER5+k+FHGW7sHSRcuTiYiIiIiIiIiIiIiIiIiIiIiUMyoNiYiIiIiIiIiIiIiIiIiIiIiUMyoNSVnzvtMBRET3oYjDdA+KOEv3oIjzdB+KOEv3oIjzdB+KOEv3oIjzdB+KOEv3YClirLVOZxARERERERERERERERERERERkWKkSUMiIiIiIiIiIiIiIiIiIiIiIuWMSkMiIiIiIiIiIiIiIiIiIiIiIuWMSkNSJhljAowx0cYYX6eziIiIiIiIiIiIiIiIiMj1Z4zxMsYsN8Z0Pmu7McZMN8bc50gwkXLifPegMaa9MWaNMSbbGLPRGNPJuYRyKSoNSalljAnP/wvogDHmdWOMyd/+NLAe+BjYYYy5ycmcImXVhe7BM/a7G2OSz/5GXUSuj4s8D/5gjLFnfMxzOqtIWXUZz4Vxxpi3nconUtad7x40xvzjrOfB0x/3OZ1XpCy6yPeko40xu4wxR40xc4wxtZzOKlIWXeC50Bhjns1/cWavMWaC3lgpUrQu8GJpbWPMj8aYw8aYT4wxns4lFCm7jDE+wJdA1FnbXYH3gP5O5BIpL853DxpjKgFfAxOBoPz904wx6qaUUPofI6VS/jfY3wFLyftLqBlwnzGmKfA00Nha2xQYD7zkWFCRMupC9+BZh40Cwos3mUj5cIl7MBJoAlTJ/xjgQESRMu9Sz4XGmBigM/CcA/FEyryL3IOv8MdzYBWgPnAAWOhIUJEy7CI/m+kI3EXe82Bz4DDwb4diipRZF3kujAWGA3cAHYA25L1oKiJF4EKFhfxtB4CWQC4wupijiZQX7wApwG9nbX8O8AWWFHsikfLlfPdgI+Bta+3b1toMYCwQCOjNJCWUSkNSWvUGfIC/WGs3Ac8AfwbcgAestbvyj0sCajgTUaRMu9A9CIAxJgz4C7DVkXQiZd9570FjTAPgqLU21Vp7MP/jmKNJRcquCz4X5r+T+13g/1lrDzqWUKRsO+89aK3NPOM58CB5L5rGWWs3O5hVpKy60HNhNDAr/3vSzcAnQKhzMUXKrAvdg/cBY6y1SdbaVODv6M0kIkXpnBdLjTER5JWIHsm/P/8K3OtIOpGy70Vr7d8Ae9b2T6y19wBZDmQSKU/OuQettQnW2jOHejQFjgG7zv5iKRlUGpLSqgWw2Fp7Mv/3q4Cm1trV1tpZAMaYCuS9s+ZrhzKKlGXnvQfP2D+RvHd5byvuYCLlxIXuwWjAyxjze/5SEF8YY6o4llKkbLvYc+HfAQ/glDGmh0bvihSJS30/ijGmMvAw8HLxRhMpNy50H64FbjHGNDDGVANGAHMdyihSll3oHqxO4Xd65+R/iEjROF9hoQWwxlq7B8Bauxc4aYwJcCKgSFlmrd1yJdtF5Pq6zHvt/wEfWmuzizqPXB398FpKKz+g4C8ha60Fck6/MGqM6QekAzWBfzgRUKSMu+A9aIy5H6gEvOFUOJFy4Lz3INCWvCl7vYF2QD3yCnwicv1d6LkwGBiZv68+effgdyoOiVx3F/03Yb4/AT9Ya3cUdziRcuJC35MuBTbmf+wl73vS550IKFLGXegeXAkMOuO4P6HinkiRucCLpYXuz3yHgaCiTyQiIlJyGGPuJa9M+6LTWeTC9INrKa1OASfP2pZJ3khegO+Bfvm/HlNcoUTKkQvdg37k3XN/stbqXWwiRedC9+Br1tqY/Ml7yeSNv76j2NOJlA8Xug/vA3YD3ay1/wA6kVfi61Wc4UTKgUv9mxDgEfKWChSRonGh+7A/eUWhcPImnvwC/K94o4mUCxe6B98COhtjFhpjEoDBwPjiDidSzl3O96oiIiJlmjGmETAOGGat3ed0HrkwlYaktNoP1DhrW0Xy1ya11p6y1i4g74fEDxZvNJFy4UL34LvkjRhcVfyRRMqViz4PnmEPUMkY41ssqUTKlwvdhyHAT9baTABr7REgDQgt1nQiZd9FnwuNMW0Bb2BhMecSKU8udB/eB7xjrV2b/4PhkUBXY0xI8cYTKfMudA+uAxqStzTgXmC2tfaXYs4mUt5d7s9tREREyqT8SdBfA/+y1v7gdB65OJWGpLRaTt47tgEwxtQDPIEYY0zsGcdlAbnFnE2kPLjgPQjEGmMOGmMOAh2AGcYYvcNb5Pq60D34qTGm1RnHtQP2WWuPFXM+kfLgQvfhVs5492j+smS1gd+LOZ9IWXehe3B//qY7ga/zl2oRkaJxofvwKOB/xnEBgAFcizWdSNl3wefC/Oe/o0BX4G/OxBMp15YDkcYYdwBjjBfQGP27UEREyoH8n4f+B/gNeMsYUyH/Q/8mLKFUGpLSaiHgb4y5K//3o4F5wHrgZWNM//x3sL0AxDkTUaRMu9A9WA9oDkTkfyQCDwDPF39EkTLtQvfgSmCCMeZGY8wg4BVggkMZRcq6C92HXwJ9jDG3GWNqk7dspyegd9SIXF/nvQfPWCK3N/CjI8lEyo8LPRf+DDxojHnYGDMM+C+wFtjsTEyRMutSz4V/B6Zaa1c7kk6kHLPWbibvDSV/yd/0FyDNWrvTsVAiIiLFpxnQDegJHAaO5H/c5GQouTCjN91JaWWM6Q9MA44DFuhsrV1njLmPvLKQH3k/mBpprT3uWFCRMupC9+BZxywA/pG/XKCIXEfnuwfJeyHmfWAQed+Mvwu8Yq095VBMkTLtIt+P9gf+j7xlITYBD1lrFzuXVKRsusg9WAvYAQRYa/c4mVGkrLvA96SbyCuv307e0ixJwJ+ttSkOxRQpsy7yXNgUWAI0UUlBpHgYY7YC953+Oagxpg0wk7x70xvoq5+RioiISEmk0pCUasaYmkAksNRau8/pPCLlje5BEWfpHhRxnu5DEWfpHhRxnu5DEWfpHhQpuYwxVchbRnCVtVZLk4mIiEiJpNKQiIiIiIiIiIiIiIiIiIiIiEg54+J0ABERERERERERERERERERERERKV4qDYmIiIiIiIiIiIiIiIiIiIiIlDMqDYmIiIiIiIiIiIiIiIiIiIiIlDMqDYmIiIiIiIiISIlljHF3OoOIiIiIiIiISFmk0pCIiIiIiIiIiFw3xhhfY0zlK/jwuMi5qgC/GWOeusgxNxlj3jbGmCK5IBERERERERGRMkqlIRERERERERERuZ4+AQ5cwcedFznXQKAmcOL0BmNMdWNMmjFmaP6mJsBjQLPrehUiIiIiIiIiImWcm9MBRERERERERESkTMkEdgCtL3FcNDAdOHiRY+4DfgM+OGNbDBAKZOf/fk7+597A6iuLKiIiIiIiIiJSfqk0JCIiIiIiIiIi19MpIMdau+tiBxlj9uf/8sQF9ncAOgKx1trsM3bdAWQAXwFYa7cZYxYDDxpjXrfW5l7rBYiIiIiIiIiIlAdankxERERERERERK6nnCs8PvsC25/P//zh6Q3GmBbkTRp6z1qbdcax7wP1gQFX+NgiIiIiIiIiIuWWSkMiIiIiIiIiInI9WSDYGGMv9gEsutAJjDExQHcAa+2Zk4heAo4C4876kqnARuANY4zPdb0aEREREREREZEySsuTiYiIiIiIiIjI9bYT6HaJY1oBn5+90RhTAXj3PNsfAPoCo6y1+87cZ609ZYz5G/A/YAww8ipzi4iIiIiIiIiUGyoNiYiIiIiIiIjI9ZZtrU292AHGmOoX2DURCAS+BfrnH9sOGAtkAAuNMU3Im2h0pnXAz8Djxpht1tq3rj6+iIiIiIiIiEjZp9KQiIiIiIiIiIhcTy5X+4XGGH+gPfAkUBXob4yJBOYAJ8grBi29yCkWAqnAc8aYr6y1W682i4iIiIiIiIhIWafSkIiIiIiIiIiIXE+egLsxpvEljqt79gZr7R5jTHNr7RFjzP+XvzkFmA68DSQD2cA+4N/W2mdOf60xJgNYD9wDVFNhSERERERERETk4lQaEhERERERERGR68kPCCKv7HPFrLVHzvr9cWDo6d8bY9zzH2PXWV/qDhyx1m4Htl/NY4uIiIiIiIiIlCdXPS5aRERERERERETkPIKA76y15mIfwE1Xef6A/M9nl4Y8yVvCTERERERERERELoNKQyIiIiIiIiIicl3kTwFqCiQW4cN0zP+8/KztnkBmET6uiIiIiIiIiEiZotKQiIiIiIiIiIhcLx0AL2BJET5GDLDNWrvp9AZjjCdggONF+LgiIiIiIiIiImWKSkMiIiIiIiIiInK9DAcygJ+uw7nMORuMuQEYDEw9a5df/ufD1+FxRURERERERETKBZWGRERERERERETkmhljWgF3AJ9Za09dxpdUyv9sL7DfI/+8rvmf6wLfAHuA1886NiL/8+7LTywiIiIiIiIiUr65OR1ARERERERERERKN2OMH/ARecuDvXqR46oBk8h7I1tU/uaMCxzufvqzMaYL8Cl5RaObrbUH8s/3LtAeCAVOAkuv7UpERERERERERMoPTRoSEREREREREZFr1QuoDfzVWnvBaT/W2n3kFX9igKPAK9badRc4/HRpyIu8CUJZQIy1dskZxywnbxmz/wFdrbUXKiCJiIiIiIiIiMhZjLUXmgAtIiIiIiIiIiJyeYwxla21By/jOC/gpL3CH0oZYzystVlXm09ERERERERERApTaUhEREREREREREREREREREREpJzR8mQiIiIiIiIiIiIiIiIiIiIiIuWMSkMiIiIiIiIiIiIiIiIiIiIiIuWMSkMiIiIiIiIiIiIiIiIiIiIiIuWMSkMiIiIiIiIiIiIiIiIiIiIiIuXM/w9jlZfdnRCmZQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2880x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(40,12))\n",
    "plt.plot(avg_month_split['month'], avg_month_split['val'],label='val_avg')\n",
    "plt.plot(avg_month_2021_split['month'], avg_month_2021_split['val'],label='val_2021')\n",
    "plt.plot(avg_month_2020_split['month'], avg_month_2020_split['val'],label='val_2020')\n",
    "plt.plot(avg_month_2019_split['month'], avg_month_2019_split['val'],label='val_2019')\n",
    "plt.plot(avg_month_2018_split['month'], avg_month_2018_split['val'],label='val_2018')\n",
    "plt.plot(avg_month_2017_split['month'], avg_month_2017_split['val'],label='val_2017')\n",
    "plt.legend(prop = {'size':20})\n",
    "plt.title(\"配件总额周期性变化_3月过后\",fontsize=30)\n",
    "plt.xlabel(\"月份\", fontsize=20)\n",
    "plt.ylabel(\"配件总额\", fontsize=20)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 异常点查看\n",
    "\n",
    "不同定义下的异常点是不同的，此处以 Q1- 1.5IQR， Q3 +1.5IQR 作为正常点范围查看异常点。\n",
    "\n",
    "后续纳入时间因素进一步识别异常点。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 全局异常点查看\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jIw0nHtsmjU6zbdu29PX1JUn6+voyODhYcUfQaGH6zUo17SeAQyWGhoYaRrJde+21FXfU/Uxpaj9b0cDmYjobbD6XXnpp05q18TrafgufmVaqAQCgFV//+teb1lC1/v7+PPe5z02SPPe5z7VNGh1nZGRkceBAT0+PkBgd5/nPf37TmvYTwFkDB+PbZ3x8vGECzh133FFxRxuDKU3tYwsF2Hxs5QcsvD/l+Jhy2X5XXnll0xoAAFqxsA6yUg1Vm5qayiOPPJIkeeSRR1Kv1yvuCBr19/dnaGgoRVFkaGhISIyO84IXvKChvvDCCyvqZPMQwFklB+Pba3JysmECjrNj28P2Pu1jCwXYfGzlB5vPvffe21B/6lOfqqiTjcGUy/a74YYbGn43vf71r6+4IwAANpItW7Y0raFqt9xyS8M6/S233FJxR3C06667Lqeddlquv/76qluBo/zpn/5pQ/0nf/InFXWyeQjgrJKD8e1lygCdzhYKsPnYyg82n4GBgcUF5i1btnhP2qLx8fGG2pTL1tVqtcXn5cDAgN9NANBlpqamsmPHDhMb6Fjf//3f31APDQ1V1Aksb9++fQ31nXfeWVEnsLLbb789Tz31VG677baqW4GjnHXWWU1r2k8AZ5UcjG8vUwbodEJisDnZyg82l+Hh4YaJLX72W7N0YXRpzfF59atfndNOOy2vec1rqm4FAFij0dHRPPDAAxkdHa26FVjWyMhIwxroyMhIxR1Bo4XP7CvVULWpqamMj4+nLMt87GMfE7ql4zz22GNNa9pPAGeVHIxvL1MG6HRCYrA52coPNp8jp1zSmjPPPLNpzfEZHx/PoUOHTBQCgC5z5AG58fFxB+ToSP39/bn22mtTFEV+8Ad/MLVareqWoMHVV1/dUG/btq2iTmB5o6OjmZ6eTpJMT08L3dJxFo7HJ0lRFLnmmmsq7mjjE8BZJQfj28+UATqZkBgAbHy7d+9uqD/4wQ9W1MnG8PjjjzetWbt6vZ4//uM/TlmW2bNnTw4ePFh1SwDAKo2Oji6GvA8fPuyAHB1rZGQkF198sek3dKTXvva1DfXrXve6ijqB5U1MTDRMV96zZ0/FHUGjkZGR9PX1JUn6+vr8vj8BBHBWycH49jNlgE4nJAbQmnq9np07dzpgTMe66667mtaszWWXXdZQv/KVr6yok41jbGxscSvk6enp3HrrrRV3BACs1t69exd/j8/MzGRiYqLijmB5/f39ufnmm02/oSN9+MMfbqg/9KEPVdQJLO+ss85qWkPV+vv7MzQ0lKIo8gM/8AN+358AAjhrMDQ0lFNPPTXXXntt1a0AAHS8sbGxPPjggw4Y07EWxq+uVNOahTPAOH533nln0xoA6FyXX355Q33FFVdU1Ak0NzU1lR07dtgmjY609DPQ3r17K+oElvfYY481raETmHZ3YgngrMH4+HgOHTqUO+64o+pWgBPAgWOA41ev1xdHsE5MTJiCQ0d6xSte0VBfeumlFXWyMdx7771Na9aut7e3aQ0AAK0aHR3NAw88YJs0OtLhw4eb1lC1wcHBhvqaa66pqBNYmWl3J5YAzio5iASbi595uoHtfehkY2NjmZ2dTZLMzs4KM9KRTj755Ib6pJNOqqiTjWFgYCBbtmxJkmzZsiUDAwMVd9T9vv71rzetAYDO9clPfrKh/sQnPlFRJ7CyqampfOxjH0tZlvnYxz5mCg7AGl133XUN9fXXX19RJ0CnEMBZJQeRYHPxM083MKWJTjY5OZmZmZkkyczMTCYnJyvuCI5mYkt7DQ8PNwRwtm/fXnFH3e9Zz3pW0xoA6FxnnXVW0xo6wejo6OJn9+npaVNwANbo9ttvX9zSvCiK3HbbbRV3BFRNAGeVHESCzcXPPJ3OlCY63cDAwOJWKb29vSZh0JFMbGmvWq2WwcHBFEWRwcHBbN26teqWut7C+9GVagCgcz322GNNa+gEC2tLSVKWZfbs2VNxR9Do+c9/ftMaqrZ3796G19GJiYmKOwKqJoCzSg4iwebiZ55OZ0oTnW54eDg9PXNvNXt6ekzCoCN5nrbf0NBQTj311Fx77bVVt7IhXH311U1rAKBzLQSTk7kz4q+55pqKO4KjmdREp3v729/eUL/zne+sqBNY3rZt2xqOJQ0ODlbcERxtamoqO3bssNXkCSKAs0oW52Fz8TNPpzOliU5nEgbdoFar5cwzz0wyt9Dsedq68fHxHDp0KHfccUfVrWwIw8PD6evrS5L09fV5TwoAXWRkZKTh9/jIyEjFHcHRTGqi073whS9cnHrz/Oc/PxdeeGHFHUGjkZGRhhNl/b6nE91yyy357Gc/m1tuuaXqVjYFAZxVchAJNhc/83Q6U5rWR71ez86dO23p1SbDw8O56KKLHDCmY9Xr9Tz66KNJkkcffdTPfotsj9h+tVot11xzzeJZ896TAkD36O/vz9DQUIqiyA/8wA+kVqtV3RIcxaQmusGb3/zm9PT05C1veUvVrQB0nampqezduzfJ3NaTpuCsPwGcNXAQqb0c5KTT+Zmnkw0PDzcskHietsfu3bvzuc99Lh/84AerbmVDqNVq2bVrlwPGbeT9U3vt3r17cZ/u2dlZP/stsj3i+vCeFAC618jISC6++GJnw9OxTGqiG3zkIx/J7OxsPvzhD1fdChxldHS0YZ1+dHS04o6g0S233NKwXmcKzvoTwFkDB5Haa2xsLA8++KCFeTqWn3k6Wa1WyznnnJMkOeecczxP26Bery9u5TU5OSngQEfy/qm97rrrrqY1a2N7xPXhPSkAdK/+/v7cfPPNpt/QsUxqotNNTU3l05/+dJLk3nvvNbmBjrN3794cPnw4SXL48OFMTExU3BE02rdvX0N95513VtTJ5iGAQyWMp4fNyeSG9jly25QvfelLvqdtsHv37oYkuEkYdBrvn9pv4QyllWrWxvaIAADQfUxqopO9733va1pD1S6//PKG+oorrqioE1jewvTvlWraTwCHShhPD5uTyQ3tMzY21rBtiu9p60zCoNN5/9R+r3jFKxrqSy+9tKJONobh4eH09Mx9xOzp6bFlEgAAdAGTmuhkC9NvFtx7770VdQLQnYTETjwBHCphPD1sPiY3tJfX0fYzCYNO5+e+/U4++eSmNWtTq9UyODiYoigyODhoyyQAAABgQ/vkJz/ZUH/iE5+oqBNYnvXPE08AZw3279+fV7/61XnooYeqbqXrDQwMZMuWLUmSLVu2GE8Pm4DJDe1lm4/2MwmDTufnvv2Wnjn3qU99qqJONo7h4eFcdNFFpt8AACSZmprKjh07Uq/Xq24FoCudfvrpTWuoWn9/f9Maqnb33Xc31EtDY7SfAM4avPe9781TTz2V97znPVW30vWGh4cXt04py9ICPWwCJje0l20+2m9p8vukk06qqBNYnp/79hsYGFicdlUUhVATAABtdcstt+Szn/1sbrnllqpbAehK73znOxvqm266qaJOYHmPPPJI0xqqtm3btob1z8HBwYo72vgEcFZp//79efjhh5MkDz/8sCk4AGtkckN72eaj/ZZOwrCnNJ3Gz337DQ0NNYTCr7322oo76n5jY2N58MEHTboDADa9qamp7N27N0kyMTFhCg7AcXjZy162OPXm9NNPz0te8pKKO4JGC8GGlWqo2nXXXdew/nn99ddX3NHGJ4CzSu9973sbalNwWjM2NtZwBrcF+vao1+vZuXNnDh48WHUrcBSTG9rPNh/tZXtEuoGf+/YaHx9vOAPkjjvuqLij7lav1zMxMZGyLDMxMeE9KQCwqd1yyy0NW3GbggNwfH7qp34qSfLWt7614k7gaKecckrTGqp2++23N6x/3nbbbRV3tPEJ4KzSwvSblWrWxlY068MZx3Qykxvar1arZdeuXb6XbTI8PNwQwBFwoBP5uW+vycnJhjNAvCdtzdjYWMNBJu9JAYDNbN++fQ31nXfeWVEn0NznP//5DA0NZf/+/VW3Asv67Gc/m6Io8ud//udVtwJHefLJJ5vWULW9e/c2rH9OTExU3NHGJ4CzSuedd17TmrUZGBhoSNuZMtA6ZxzTDUxuoJMJicHm4z1pewnZAwB808KBjpVq6BQ33XRTnnzyybzrXe+quhU4ytTUVMbHx1OWZcbHx23nR8c5//zzm9ZQtW3btqWvry9J0tfXl8HBwYo72vgEcFbpxhtvbKjf8IY3VNTJxjA0NNSQtrv22msr7qj7OeO4/Wzp1X4mN9DphoaGcuqpp/q9BJuE96TtJdAEAPBNV199dUO9bdu2ijqBlX3+85/PgQMHkiQHDhwwBYeOMzo6unjc4/DhwxkdHa24I2j0pje9qaF+85vfXFEnsLyRkZHF9bqenp6MjIxU3NHGJ4CzSvfee29Dfc8991TUycYwPj7esDh/xx13VNxR93PGcfvZ0gs2n/Hx8Rw6dMjvJdgkPvrRjzbUH/nIRyrqZGMQaAIA+KbXvva1DfXrXve6ijqBld10000NtSk4dJq9e/c2HPewdQqdZu/evQ31nj17KuoEltff35+hoaEURZGhoaHUarWqW9rwBHBWaWmYQbihNZOTkw2L876frXPGcXvZ0gs2Hz/3sPncddddTWvWRsgeAOCbbr/99ob6tttuq6gTWNnC9JuVaqja5Zdf3lBfccUVFXUCy7vzzjsb6qWBHOgEIyMjufjii02/OUEEcFZpYGAgvb29SZLe3l7hhhb5frafM47by5Ze68O2XnSysbGxHD58OMncSFs/93Qir6N0MiF7AIBvWnoAztQGOtG5557btAaguYX15JVq6AT9/f25+eabTb85QQRwVml4eDg9PXPfrp6enmzfvr3ijrqb72f7OeO4vWzptT52796dz33uc/ngBz9YdStwlMnJyYYAjp97OpHtEdvruc99bkN99tlnV9TJxiBkDwDwTdu2bUtfX1+SpK+vL4ODgxV3BEe78MILG+rv/M7vrKgTWN7dd9/dUH/yk5+sqBNY3sJxuZVqYPMRwFmlWq2WwcHBFEWRwcHBbN26teqWuprvZ/s547i9HEBqv3q9vvi8nJycNL2BjnPppZc2raFqtklrv6Xfw3q9XlEnG4OQPQDAN42MjCwehOvp6THyn470p3/6pw31n/zJn1TUCSzPFlR0OgEcYCkBnDUYHh7ORRddZCG5TXw/22tgYCBbtmxJkmzZskVgpEUOILXf7t27G7b1MgWndbaiaa+nn366oX7mmWcq6gSWZ3vE9rvqqqsaJgheddVVFXfU3YTsAQC+qb+/P0NDQymKIkNDQ0b+05H6+/ub1gA0d9ZZZzXUS6ctA5uPAM4a1Gq17Nq1y0Jym/h+ttfw8HDD1ikCI61xAKn97rrrrqY1a2crmvb69Kc/3VDfe++9FXUCy7M9YvsNDw83TLzz/ql1QvYAAN80MjKSiy++2PQbOtajjz7atIaq2YKKTvf444831I899lhFnQCdQgCHypjc0F5f+cpXGuqvfvWr1TSygTiA1F5GMbaXrWjab2Ebv5VqqJppd+1Xq9Xyvd/7vUmSV7ziFQK3bSBkDwAAQLvYggqgdVNTU9mxY0fq9XrVrWwKAjhUxuSG9nrve9/bUL/nPe+pqJONwwGk9nrVq17VUF955ZXVNLJB2Iqm/ZY+Jz1H6TTDw8OLwbCyLAVE2+Shhx5KknzhC1+ouBMAADaa0dHRPPDAAxkdHa26FVjW2Wef3bQGoDmvo3QD70lPLAEcKmFyQ/s9/PDDTWuo2g033JCenrlfOz09Pbnhhhsq7qi72Yqm/V796lc31K95zWsq6gQ4Ufbv359HHnkkSfLII48shnE4fqZcAgDMmZqayvj4eMqyzPj4uDOO6UhTU1NNa6iaLajodE888UTTGqrmPemJJ4BDJUxuaL/zzjuvac3aOYDUXrVabXG7lKuuuspkoRZdeumlDfVll11WUScbx/j4eEN9xx13VNTJxuF1tL3GxsYagozeP7XOBMH2M+Wy/byWAkB3Gh0dXZxgOTs764xjOtIZZ5zRtIaqbdu2Lb29vUmS3t7eDA4OVtwRNOrr62taQ9VGR0cXj8kfPnzYe9ITQACHSpjc0H433nhjQ/2GN7yhok42DgeQ2u+GG27Ii170ItNv1sHCoh7Hb+nvIr+bWud1tL28f2o/EwTbq16vZ8+ePSnLMnv27BEYaROvpQDQnfbu3Zvp6ekkyfT0dCYmJiruCI726KOPNq2haiMjI4snI23ZsiUjIyMVdwSNvv71rzetoWp79+5tWFP2nnT9CeBQiYGBgYbU8sJUDI7fvffe21Dfc889FXWyMdgmjU639Gd+ac3a+d3UXl5H289ztP1MEGyvsbGxhg/0AiOt81oK0NxnPvOZvOpVr8r9999fdStwlG3bti2eBd/X12dqAx3p8OHDTWuoWn9/f4aGhlIURYaGhlKr1apuCRo8//nPb1pD1S6//PKG+oorrqiok81DAIdKDA8PN2yhsH379oo76n4mN7SXbdLWhzO422fpgXcH4ls3PDzc8HPvd1NrvI623/DwcIqiSJIUReE52gZvfetbG+qf/dmfraiTjWHfvn2LE9nKssy+ffsq7qj7eS0FaO4d73hHZmdn84u/+ItVtwJHGRkZaZhWa2oDwPG57rrrctppp+X666+vuhU4ygte8IKG+sILL6yoE1je008/3bSm/QRwqEStVsvg4GCKosjg4GC2bt1adUtdz1nx7WWbj/azLUV7DQ0NNdTXXnttRZ1sLEce5KQ1Xkfbr1arNfyu9/6pdRdeeOHi1JvzzjsvF1xwQcUddbczzzyzac3aeS0FWNlnPvOZxRH/X//6103BoeP09/fnlFNOSZKcfPLJpjbQkRZO8liphk7w4Q9/OE8++WQ+9KEPVd0KHOUzn/lMQ/2nf/qnFXUCy1u6Y8rdd99dUSebhwDOGtTr9ezcudNB4zYZHh7ORRdd5OztNhkeHl78b2fFt06gqf1sS9Fe4+PjDZMw7rjjjoo76n67d+9uqD/4wQ9W1MnG4HW0/fbv359Dhw4lSQ4dOpSHHnqo4o42hhtvvDE9PT15wxveUHUrXe/xxx9vWrN2XksBVvaOd7yjoTYFh07z+c9/viEktn///oo7gqN93/d9X0P9qle9qppGYAVTU1PZu3dvkmRiYiL1er3ijqDRtm3bGmpbTtJpjpzIuFxN+wngrIGtU+hktVqt4awaZ8W35shtPmyT1h62pWivycnJhu+nM+JbZyu/9rLdZPu9+93vbqjf+c53VtTJxjI5OZnZ2dnceeedVbfS9a666qqGcOhVV11VcUfdz2spwMoWgg0r1VC1m266qaF+17veVVEnsLIf/MEfbKht8UOnueWWWxomVt9yyy0VdwSNrrvuuoba6yid5uqrr26ol4bGaD8BnFWq1+uZmJhIWZaZmJgwBacNBJraa//+/Q1n1TgrvjW1Wm1x24QzzzxToKkNbEvRXs6Ib7+l207Zhqo1tptsvy9/+ctNa9auXq8vhu0mJye9x2/R8PBwQzhUWKR1XksBVrbweWilGqp24MCBpjV0gt/4jd9oqH/913+9ok5geUtPllmYhgOd4vbbb2+ob7vttoo6geW99rWvbahf97rXVdTJ5iGAs0pjY2M5fPhwkuTw4cNCIy0SaGq/9773vQ31e97znoo62Rjq9XoeffTRJMkjjzziOdoGtqVoL2fE0w1sN0mn2717d8OZdLaeoxN5LQVY3sLnoZVqqJqQGN1AUIxO54Q5Ot3ExERDvWfPnoo6geV9+MMfbqg/9KEPVdTJ5uGT6SpNTk42BHBsS9GasbGxhoMdAk2te/jhh5vWrM3u3bsbzuB2QK51l1xySUP90pe+tKJONgZnxLffGWec0bRm7Wq1Wnbt2uX52SZLJ4edddZZFXWycdx1111Na9bmAx/4QEP9m7/5mxV1srF4LQVY3tL3Qt4b0WlmZmaa1tAJTjvttKY1VG1hm+OVaqhaf39/0xqqJiR24gngrNKll17atGZtJicnFz90zszMCDS1wbOe9aymNWvjgFz7/d3f/V3TmrVzRnx7OTuRTvdd3/VdDfULX/jCijrZOCzktdfdd9/dtAaAdlqYWrtSDVU7/fTTm9bQCZ566qmmNVTtlFNOaVpD1b74xS82raFqC8MGVqppPwGc42RxvjUDAwOL38OiKDIwMFBxR91venq6ac3aGG3Zfl/+8pcb6i996UsVdbJxOCO+vZY+Jz1H6TT3339/05q1e9WrXtVQX3nlldU0AgDAhvONb3yjaQ3AsQmJ0emEG4ClBHBW6VOf+lRDfc8991TUycYwNDTUsL3PtddeW3FH3W/pWDtbp7TGXvLtZ8oAne55z3teQ33uuedW1Aksb+kExssuu6yiTjaOG264YfF3fE9PT2644YaKO+puXkfXR71ez86dO3Pw4MGqWwHoKC972csa6pe//OUVdQIArJfzzz+/aQ1Ac89//vOb1rSfI8qrdOaZZzatWZvx8fGGCTh33HFHxR11P9NF2mvpGfDOiG/dc5/73KY1VO2CCy5oWkPVnn766YbaGbStq9Vqi5MYr7rqKhPFWvTGN76xoX7Tm95UUScby+7du/O5z30uH/zgB6tuBaCjLB3v//d///cVdQLLO/vss5vW0Ale8pKXNNSXXHJJRZ3A8n7hF36hoX7b295WUScA3entb397Q/3Od76zok42DwGcVVoablhaszaTk5MNE3AmJycr7gga3XDDDYshsZ6enrz+9a+vuKPu99WvfrVpzdo5I769lm7nc99991XUCSxv6UTGpTXH54YbbsiLXvQi02/a4N57722oTQ1tXb1ez759+5LMfYbyOx/gm5YGbgRw6DT1er1pDZ1g6Umcjz76aEWdAADr4YUvfGFOP/30JMnpp5+eCy+8sOKONj4BnFXq7e1tWrM2tlBoPxNb2qtWq+Wqq65KkgwMDDgjvg0Wvp8r1azdwhnxu3fvrrqVDWFgYKBhOtvCVAzoFLOzs01rjk+tVsuuXbv8rm+DpaF6IfvW7d69e/HEhdnZWVNwAI5gSwo63eDgYEN9zTXXVNQJrGxp4EYAh05z0003NdTvete7KuoElrdly5amNVRtamoqzzzzTJLkmWeeEQo/AQRwVunJJ59sWrM2S7dQWFqzdjfccEN6euZ+pE1saY+FM+J9L9tjaGioob722msr6mRjqNfriwc29+3b54z4NhgaGmqYzuY5SqdZCIitVHN8TBNrn4GBgcWFpi1btggytsFdd93VtAbYzJZudfjmN7+5ok5gedddd11Dff3111fUCUD3OnDgQNMaqnb48OGmNVRtdHS0aU37CeBQiU9/+tMN9dJx9axdrVZbPMhhYgudaHx8vKG+4447KupkY9i9e/fi9IvZ2VlTcNrg93//9xvq3/u936uoE1jeQtB2pZrjMzY2lgcffDC33npr1a10veHh4YYg4/bt2yvuqPuZfAWwsj/6oz9qqG+77baKOoHl3X777Q215yjA2p122mlNawCa27t3b6anp5Mk09PTmZiYqLijjc+q/SqdeeaZTWvWZmFhfqWa42NiS3s5INde+/bta1qzNh//+McbamfEt+6ee+5pqO++++6KOoHl2W6y/er1evbs2ZOyLDMxMWEKDh1H8A5gZZ/4xCca6qWfkaBqSw9u7Nmzp6JOALqX3RTodCZW0+m2bdu2+LwsiuKobVJpP6t3q/TEE080rVmbSy+9tGnN8anVatm1a5fpN21Qr9czMTHhgFwbCTK2lyBj+/me0ule/epXN9Svec1rKupk4xgbG1s8A+SZZ54Rum3R2NhYw5aovp+t87kJYGXev9PpzjrrrKY1AMdmex863XOf+9yG+uyzz66oE1jedddd1zCx2rao608Ah0qcfPLJDfUpp5xSUSewvLGxsYbtfRxAat3jjz/etGZtLrnkkob6pS99aUWdbBxbtmxpWkPVbOXXfqaztdfk5GRmZmaSJDMzM5mcnKy4o43HmXQA33Tqqac2raFqjz32WNMaAOh+X/3qVxvqr3zlK9U0Aiu4/fbbGybg2BZ1/QngrJLR3+117733NtSf+tSnKuoElucAUvtdddVVDb/kr7rqqoo76m5f/OIXm9asnTNq6HTCIu33Ld/yLU1r1mZgYKBpzdp9+tOfbqiXfo4C2MwOHTrUtIaqLR3vf80111TUCQCwXq644oqG+vu+7/sq6gSWt3fv3oYJOEu3SaX9pEhWaemo78suu6yiTjaGl7zkJQ310kkOULWBgYHF6RdbtmxxAKkNhoeH09vbmyTp7e3N9u3bK+6ouz3yyCMNtQAObHxLt5is1WoVdbJxfPnLX25aszZDQ0MN9bXXXltRJxuH7VUAoHtdfvnlDbUDcgAAnGjbtm1LX19fkqSvr++okDjtJ4CzSku3TDrppJMq6mRjeOihhxrqL3zhCxV1AssbHh5uSIQKi7SuVqvlmmuuSVEUueaaa446kMzaPOtZz2pas3ZL9+tdWkPVvvSlLzXUjz76aEWdwPI++tGPNtQf+chHKupk47jyyiub1gCb2dJt+WzTR6f5jd/4jYb613/91yvqBKB7nXLKKU1rqNonPvGJhvrjH/94NY3ACkZGRhp2pxgZGam4o41PAGeVlo76Nvq7NUsnNyytOT71ej07d+7MwYMHq25lQ5idnW34m9YNDQ3l1FNPdUZ8GyxskbZSzdrV6/WG2mspnWbp7yO/n1q3MO1upZq1ueuuu5rWrN0NN9ywuP1xT09PXv/611fcEUDnMCWMTnfgwIGmNQDHZst4Ot3CZ/aVaqhaf39/zjnnnCTJOeecY6r6CeBVYJWWbkG1tGZtTG5YH7t3787nPve5fPCDH6y6la43NjbWUN96660VdbKxfPSjH81TTz3ljPg2eOUrX9m0Zu2Whpimp6cr6mTjEAyl01nIay/fz/ar1WqLW6EODAyYIAhwBGtLdDpTmgBa5yREOt1TTz3VtIaqTU1NLQ7CePTRR486EZn2E8BZpaeffrqhfuaZZyrqZGPwpqn96vV6JicnkySTk5MOdrbozjvvbFqzdvV6Pfv27UviOboeLOS1zhm07bcQDN29e3fVrQB0rYGBgfT09OTqq6+uuhWAjvKOd7yjoX73u99dTSOwAp8xAVrntRSgNaOjo4uT1A8fPpzR0dGKO9r4BHBW6dOf/nRDbQuq1rz0pS9tqF/2spdV1MnGsXv37oYtk0zBaY0tKdpv9+7dix+QPEdb96lPfaqhvueeeyrqZOPo7e1tWrM2RwZD9+3bJ3QHm4CzvNfHLbfcktnZ2XzgAx+ouhWAjnLBBRc01Oeff341jcAKfMYEAKBqe/fuXZxSffjw4UxMTFTc0cYngLNKC8GGlWrW5qGHHmqov/CFL1TUycZx1113Na1ZmyeffLJpzdp5jrbXs5/97Ib6Oc95TkWdbBwveMELGuoLL7ywok42hqXBUFNwYOM744wzmtas3f79+/Pwww8nSR5++OGjPkcBbGajo6OLYc+iKJzJSccxtQEAgKotHYLx8pe/vKJONg8BnFU6++yzm9aszcJecyvVrJ0zjul0gozt9fjjjzfUjz32WEWdbBx/+7d/21D/zd/8TUWdbAwf//jHG2qhO9j4pqammtas3Xvf+96G+j3veU9FnQB0nomJicVAQ1mW2bNnT8UdAQAAdJalQzD2799fUSebhwDOKllMbi/b+7TfK17xiob60ksvraiTjeGUU05pWrN2PT09TWtgY3G2Z/sJ29LphG3bb2H6zUo1wGbW39/ftIaqnXXWWU1rAABYb3//93/ftKb9HP1cpb6+vqY1a7Ow19xKNWt38sknN9QnnXRSRZ1sDN/4xjea1qzdlVde2bRmbU477bSmNWsnHNpefubbT6gJNh+TWAFW9sUvfrFpDVX78pe/3LQGAID1dv755zetaT8BnFX6+te/3rSGqt1zzz1Na6jaJZdc0lDbZ7I1N9xwQ0P9Yz/2YxV1snEIh7bXDTfcsDjpqqenJ69//esr7ghYb8973vMa6nPPPbeiTjaOZ555pmkNAHQu0wEBAKjam970pob6zW9+c0WdbB4COKtkMZlO19vb27SGqr3//e9vqH/t136tok42ho9+9KMN9Uc+8pGKOoHl1Wq1DAwMJEkGBgaydevWijsC1tvP/dzPNdQ///M/X1EnG0e9Xm9aA2xmtjkGAABo7u67726oP/GJT1TUyebhk+kqLQ3cCOC0xjYf7WdKU3udfvrpTWvW7qmnnmpaszaPPPJIQ23cOp3o1a9+dU477bS85jWvqboV4AS48MILF09cOPfcc3PBBRdU3BEAG9nVV1/dUG/btq2iTgAAADrTxMREQ71nz56KOtk8BHBW6b777muo/+zP/qyiTjYG23zQ6TxHAVo3Pj6eQ4cO5Y477qi6FeAEefWrX50kgncArLvXvva1DfXrXve6ijqB5ZnSBABA1fr7+5vWtN+6vOsviuKfFUXxUFEUM0VRfLYoiovW43FOJAfj2+uMM85oqM8888yKOoHlLT2TbmkNVSuKomkNVavX69mzZ0/KssyePXty8ODBqlsCToDf/d3fTZL8zu/8TsWdbAwO3EHn24hrYN3i9ttvb6hvu+22ijqB5TnYAQBA1ZbuprC0pv3avnpXFMULkvznJD+X5Jwkf5Hkg+1+HLrbk08+2VDbLolOMzQ01FBfe+21FXUCyzv55JOb1lC1sbGxzMzMJElmZmZy6623VtwRsN7uv//+xff5Tz75ZP78z/+84o66X29vb9MaqJY1sGotHZ3+x3/8xxV1Ast7/PHHm9YAALDenMx94q3H6XPfneRny7L8/bIsH0/yn5Jcsg6PQxd76qmnmtZQtfHx8Yba9il0mm984xtNa6javn37UpZlkqQsy+zbt6/ijuBop556akN92mmnVdTJxvBLv/RLDfW73/3uijrZOEwOhY5nDaxCQooAAADNLV1LOuussyrqZPNoewCnLMs/KsvyliMu+sdJ9rf7cehuFknodHfeeWfTGoDmlr6xd9C4dbaiab+l4cVDhw5V1MnGsHTK5dKatfvSl77UUD/66KMVdQIsxxpYtZZOUzZdGQAAoNFjjz3WUH/5y1+uqJPNY11X7Yui6E3y00n+32Wu+/GiKO4riuK+J554Yj3baAsHPNprYUuKlWqo2pYtW5rWrN3ZZ5/dtGZthBvodEvf2C+tWTu/m9pvYUrTSjVUbXZ2tmkNdI5ma2Dz13fVOlg3OP3005vWAAAAm521pRNvvVMkPz//928uvaIsy98qy/KSsiwvWTpWuxP19/c3rYGNxRnc7edgfHt9x3d8R0N9wQUXVNQJLG/pKEujLVs3PT3dtAYAKrXiGljSfetg3cC2vAAAAHSadQvgFEVxeZKfSvJDZVk+vV6Pc6I8/vjjTWsAmpOyba/777+/ob7vvvsq6gSW570TALBZbLQ1sG5x+PDhpjUAAMBm9/znP79pTfutSwCnKIrzknwoyY6yLD+3Ho9Bd1u6VYqz4uk0L3/5yxvq7/3e762ok42jKIqmNWsj0ESnu+yyyxrqV77ylRV1AtC9nve85zXU5557bkWdACuxBgYAAECnevOb39xQv+Utb6mok82j7QGcoihOTXJHkj9K8pGiKJ41/8eRVlZUlmXVLUCDk046qaHu6+urqJONY+nPuZ/71tgakU739NONJ3/bEqB1PT09TWuo2tL3S94/te6Nb3xjQ/2mN72pok6A5VgDAwAAoJPt3bu3od6zZ09FnWwe67FqP5jknyT50SRfO+LPeevwWHQp21LQ6e69996mNVTN6yidzuto+9VqtaY1VG16erppzdotfe285557KuoEWIE1MAAAADrW0gDOxMRERZ1sHm0P4JRl+YdlWRbL/DnQ7sc6kZ71rGc1rYGNxfY+7WcLKoDWPPHEE01rYOPZt29f0xqo1kZdA+sWPmMCAAA053jniWdu/Sq99rWvbah/6Id+qKJONoZTTz21aQ1Vs81H+9mWor0sNtPpTjnllKY1AMd25plnNq0BNrNv+7Zva6i3bt1aUScAAAAwxxHlVfrQhz7UUP/e7/1eRZ1sDIcOHWpaQ9UOHz7ctGbtnnnmmaY1a1OWZdMaqvbkk082rQE4NltOAqzs4MGDDXW9Xq+oEwAAgM60ZcuWpjXtJ4CzSg4iAQCs3nnnnde0hk7w7Gc/u2nN2tRqtYa6v7+/ok42jksuuaShfulLX1pRJwAAAAB0m6uvvrqh3rZtW0WdbB4COLBB9Pb2Nq2haku38ZKyhY3txhtvbKjf8IY3VNQJrOxrX/ta05q1WTp5YGpqqqJONo6HHnqoof7CF75QUScAAAAAdJsbb7wxRVEkmTtOt3TdnvYTwIENYmZmpmkNVVu6RdLs7GxFnQAnwr333ttQ33PPPRV1AtC9HnnkkaY1AAAAAKykv78/p5xySpLk5JNPPmqCNe0ngAPACbE0gLO0hqqdfPLJTWvWZnJysmkNwLGdfvrpTWsAAAAAWMnnP//5HDp0KEly6NCh7N+/v+KONj4BHADoQrada7+nn366ac3avOQlL2moL7nkkoo6AeheCwskK9UAAAAAsJJ3vOMdDfXb3va2ahrZRARwAKAL2XaOTvfQQw81rQE4tqVbdtrCEwAAAIDV+uIXv9i0pv0EcACgCy3s2blSDVV75JFHGmpv7AHWbsuWLU1rAAAAAKBzCOAAQBcyAYdO97znPa+hPvfccyvqBKB7XXnllQ31wMBARZ0AAAAA0G2c3HXi9VbdAACwdgI4R/vABz7Q9m2Ofvqnf/q4vu6CCy7IG97whrb20m0uuOCChik4F1xwQYXdACdCrVZLvV5frPv7+yvsZmO45JJLcueddy7WL3vZyyrsBgAAAIBu8uIXvzj333//Yv093/M9FXazOZiAAwBA2x35pj5J7rvvvoo6AU6UI8M3STI1NVVRJxvHf/yP/7Gh/tVf/dVqGgEAAACg6/zVX/1VQ/2Xf/mXFXWyeZiAAxtET09PZmdnG2qAzaTViTN33XVX3vOe9yz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      "text/plain": [
       "<Figure size 2880x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(40,12))\n",
    "plt.subplot(1,2,1)\n",
    "sns.boxplot(x = \"month\" , y = \"val\" , data = enog_data)\n",
    "plt.title(r'月度异常点示意图', fontsize=20)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.xlabel(\"月份\", fontsize=20)\n",
    "plt.subplot(1,2,2)\n",
    "sns.boxplot(x = \"year\" , y = \"val\" , data = enog_data)\n",
    "plt.title(r'年度异常点示意图', fontsize=20)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.xlabel(\"年份\", fontsize=20)\n",
    "# plt.savefig(join(SAVE_PATH , 'abnormal1.jpg'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 经销商异常个数统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# by 经销商查看异常点个数\n",
    "asc_code = enog_data['asc_code'].unique().tolist()\n",
    "total_year = enog_data['year'].unique().tolist()\n",
    "\n",
    "abnormal_info = []\n",
    "for one_asc_code in asc_code:\n",
    "    one_year_asc_data = enog_data.loc[(enog_data['asc_code'] == one_asc_code)]\n",
    "    if one_year_asc_data.shape[0]<12:\n",
    "        continue\n",
    "    one_year_asc_data = one_year_asc_data.loc[one_year_asc_data['year_month'] != '2020-02']\n",
    "    q1 = one_year_asc_data['val'].quantile(0.25)\n",
    "    q3 = one_year_asc_data['val'].quantile(0.75)\n",
    "    iqr = q3 - q1\n",
    "    up_abnormal = (one_year_asc_data['val'] > q3 + 1.5 * iqr).sum()\n",
    "    up_abnormal_date = '|'.join(one_year_asc_data[(one_year_asc_data['val'] > q3 + 1.5 * iqr)]['year_month'].unique())\n",
    "\n",
    "    down_abnormal = (one_year_asc_data['val'] < q1 - 1.5 * iqr).sum()\n",
    "    down_abnormal_date = '|'.join(one_year_asc_data[(one_year_asc_data['val'] < q1 - 1.5 * iqr)]['year_month'].unique())\n",
    "    if up_abnormal != 0 or down_abnormal != 0 :\n",
    "        one_abnormal_info = []\n",
    "        one_abnormal_info.append(one_asc_code)\n",
    "        one_abnormal_info.append(up_abnormal)\n",
    "        one_abnormal_info.append(up_abnormal_date)\n",
    "        one_abnormal_info.append(down_abnormal)\n",
    "        one_abnormal_info.append(down_abnormal_date)\n",
    "        abnormal_info.append(one_abnormal_info)\n",
    "abnormal_info_df = pd.DataFrame(abnormal_info , columns = ['asc_code' , 'up_ab',\\\n",
    "                                                           'up_ab_info','down_ab',\\\n",
    "                                                           'down_ab_info'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_abnormal_dict =  {\n",
    "    '01':0,'02':0,'03':0,\n",
    "    '04':0,'05':0,'06':0,\n",
    "    '07':0,'08':0,'09':0,\n",
    "    '10':0,'11':0,'12':0}\n",
    "\n",
    "up_ab_info_str = abnormal_info_df['up_ab_info'].values\n",
    "up_ab_info_str = [i for i in up_ab_info_str if i !='']\n",
    "for i in up_ab_info_str:\n",
    "    i_list = i.split('|')\n",
    "    for j in i_list:\n",
    "        month_abnormal_dict[j.split('-')[-1]] += 1\n",
    "\n",
    "up_ab_info_str_df = pd.DataFrame(month_abnormal_dict , index = [0]).T\n",
    "\n",
    "plt.bar(up_ab_info_str_df.index , up_ab_info_str_df[0])\n",
    "plt.title('经销商级别金额极高值出现月份')\n",
    "plt.xlabel(\"月份\")\n",
    "plt.ylabel(\"配件总额\")\n",
    "plt.savefig(join(SAVE_PATH , 'abnormal2_high.jpg'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "month_abnormal_dict2 =  {\n",
    "    '01':0,'02':0,'03':0,\n",
    "    '04':0,'05':0,'06':0,\n",
    "    '07':0,'08':0,'09':0,\n",
    "    '10':0,'11':0,'12':0}\n",
    "\n",
    "down_ab_info_str = abnormal_info_df['down_ab_info'].values\n",
    "down_ab_info_str = [i for i in down_ab_info_str if i !='']\n",
    "for i in down_ab_info_str:\n",
    "    i_list = i.split('|')\n",
    "    for j in i_list:\n",
    "        month_abnormal_dict2[j.split('-')[-1]] += 1\n",
    "\n",
    "down_ab_info_str_df = pd.DataFrame(month_abnormal_dict2 , index = [0]).T\n",
    "\n",
    "plt.bar(down_ab_info_str_df.index , down_ab_info_str_df[0])\n",
    "plt.title('经销商级别金额极低值出现月份')\n",
    "plt.xlabel(\"月份\")\n",
    "plt.ylabel(\"配件总额\")\n",
    "plt.savefig(join(SAVE_PATH , 'abnormal2_low.jpg'))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "\n",
    "周期性相关：\n",
    "1. 总体来看数据有一定的周期性, 特别是每到季度末的考核期(这点也符合业务预期)\n",
    "\n",
    "异常点：\n",
    "1. 总体来看数据由不少异常点，特别是2020-02疫情造成的异常影响。\n",
    "\n",
    "后续处理：\n",
    "1. 关于周期性因素，考虑作为特征加入模型\n",
    "2. 关于异常点因素，需要进一步纳入时间因素进行识别。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PyCharm (AccessoriesSales_pred_pj)",
   "language": "python",
   "name": "pycharm-9c735d0d"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
